# import all packages and set plots to be embedded inline
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sb
%matplotlib inline
df = pd.read_csv('prosperLoanData.csv', encoding='latin-1', low_memory=False)
df.head()
| ListingKey | ListingNumber | ListingCreationDate | CreditGrade | Term | LoanStatus | ClosedDate | BorrowerAPR | BorrowerRate | LenderYield | ... | LP_ServiceFees | LP_CollectionFees | LP_GrossPrincipalLoss | LP_NetPrincipalLoss | LP_NonPrincipalRecoverypayments | PercentFunded | Recommendations | InvestmentFromFriendsCount | InvestmentFromFriendsAmount | Investors | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1021339766868145413AB3B | 193129 | 2007-08-26 19:09:29.263000000 | C | 36 | Completed | 2009-08-14 00:00:00 | 0.16516 | 0.1580 | 0.1380 | ... | -133.18 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0 | 0 | 0.0 | 258 |
| 1 | 10273602499503308B223C1 | 1209647 | 2014-02-27 08:28:07.900000000 | NaN | 36 | Current | NaN | 0.12016 | 0.0920 | 0.0820 | ... | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0 | 0 | 0.0 | 1 |
| 2 | 0EE9337825851032864889A | 81716 | 2007-01-05 15:00:47.090000000 | HR | 36 | Completed | 2009-12-17 00:00:00 | 0.28269 | 0.2750 | 0.2400 | ... | -24.20 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0 | 0 | 0.0 | 41 |
| 3 | 0EF5356002482715299901A | 658116 | 2012-10-22 11:02:35.010000000 | NaN | 36 | Current | NaN | 0.12528 | 0.0974 | 0.0874 | ... | -108.01 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0 | 0 | 0.0 | 158 |
| 4 | 0F023589499656230C5E3E2 | 909464 | 2013-09-14 18:38:39.097000000 | NaN | 36 | Current | NaN | 0.24614 | 0.2085 | 0.1985 | ... | -60.27 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0 | 0 | 0.0 | 20 |
5 rows × 81 columns
| ListingKey | ListingNumber | ListingCreationDate | CreditGrade | Term | LoanStatus | ClosedDate | BorrowerAPR | BorrowerRate | LenderYield | ... | LP_ServiceFees | LP_CollectionFees | LP_GrossPrincipalLoss | LP_NetPrincipalLoss | LP_NonPrincipalRecoverypayments | PercentFunded | Recommendations | InvestmentFromFriendsCount | InvestmentFromFriendsAmount | Investors | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1021339766868145413AB3B | 193129 | 2007-08-26 19:09:29.263000000 | C | 36 | Completed | 2009-08-14 00:00:00 | 0.16516 | 0.1580 | 0.1380 | ... | -133.18 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0 | 0 | 0.0 | 258 |
| 1 | 10273602499503308B223C1 | 1209647 | 2014-02-27 08:28:07.900000000 | NaN | 36 | Current | NaN | 0.12016 | 0.0920 | 0.0820 | ... | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0 | 0 | 0.0 | 1 |
| 2 | 0EE9337825851032864889A | 81716 | 2007-01-05 15:00:47.090000000 | HR | 36 | Completed | 2009-12-17 00:00:00 | 0.28269 | 0.2750 | 0.2400 | ... | -24.20 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0 | 0 | 0.0 | 41 |
| 3 | 0EF5356002482715299901A | 658116 | 2012-10-22 11:02:35.010000000 | NaN | 36 | Current | NaN | 0.12528 | 0.0974 | 0.0874 | ... | -108.01 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0 | 0 | 0.0 | 158 |
| 4 | 0F023589499656230C5E3E2 | 909464 | 2013-09-14 18:38:39.097000000 | NaN | 36 | Current | NaN | 0.24614 | 0.2085 | 0.1985 | ... | -60.27 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0 | 0 | 0.0 | 20 |
5 rows × 81 columns
df.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 113937 entries, 0 to 113936 Data columns (total 81 columns): ListingKey 113937 non-null object ListingNumber 113937 non-null int64 ListingCreationDate 113937 non-null object CreditGrade 28953 non-null object Term 113937 non-null int64 LoanStatus 113937 non-null object ClosedDate 55089 non-null object BorrowerAPR 113912 non-null float64 BorrowerRate 113937 non-null float64 LenderYield 113937 non-null float64 EstimatedEffectiveYield 84853 non-null float64 EstimatedLoss 84853 non-null float64 EstimatedReturn 84853 non-null float64 ProsperRating (numeric) 84853 non-null float64 ProsperRating (Alpha) 84853 non-null object ProsperScore 84853 non-null float64 ListingCategory (numeric) 113937 non-null int64 BorrowerState 108422 non-null object Occupation 110349 non-null object EmploymentStatus 111682 non-null object EmploymentStatusDuration 106312 non-null float64 IsBorrowerHomeowner 113937 non-null bool CurrentlyInGroup 113937 non-null bool GroupKey 13341 non-null object DateCreditPulled 113937 non-null object CreditScoreRangeLower 113346 non-null float64 CreditScoreRangeUpper 113346 non-null float64 FirstRecordedCreditLine 113240 non-null object CurrentCreditLines 106333 non-null float64 OpenCreditLines 106333 non-null float64 TotalCreditLinespast7years 113240 non-null float64 OpenRevolvingAccounts 113937 non-null int64 OpenRevolvingMonthlyPayment 113937 non-null float64 InquiriesLast6Months 113240 non-null float64 TotalInquiries 112778 non-null float64 CurrentDelinquencies 113240 non-null float64 AmountDelinquent 106315 non-null float64 DelinquenciesLast7Years 112947 non-null float64 PublicRecordsLast10Years 113240 non-null float64 PublicRecordsLast12Months 106333 non-null float64 RevolvingCreditBalance 106333 non-null float64 BankcardUtilization 106333 non-null float64 AvailableBankcardCredit 106393 non-null float64 TotalTrades 106393 non-null float64 TradesNeverDelinquent (percentage) 106393 non-null float64 TradesOpenedLast6Months 106393 non-null float64 DebtToIncomeRatio 105383 non-null float64 IncomeRange 113937 non-null object IncomeVerifiable 113937 non-null bool StatedMonthlyIncome 113937 non-null float64 LoanKey 113937 non-null object TotalProsperLoans 22085 non-null float64 TotalProsperPaymentsBilled 22085 non-null float64 OnTimeProsperPayments 22085 non-null float64 ProsperPaymentsLessThanOneMonthLate 22085 non-null float64 ProsperPaymentsOneMonthPlusLate 22085 non-null float64 ProsperPrincipalBorrowed 22085 non-null float64 ProsperPrincipalOutstanding 22085 non-null float64 ScorexChangeAtTimeOfListing 18928 non-null float64 LoanCurrentDaysDelinquent 113937 non-null int64 LoanFirstDefaultedCycleNumber 16952 non-null float64 LoanMonthsSinceOrigination 113937 non-null int64 LoanNumber 113937 non-null int64 LoanOriginalAmount 113937 non-null int64 LoanOriginationDate 113937 non-null object LoanOriginationQuarter 113937 non-null object MemberKey 113937 non-null object MonthlyLoanPayment 113937 non-null float64 LP_CustomerPayments 113937 non-null float64 LP_CustomerPrincipalPayments 113937 non-null float64 LP_InterestandFees 113937 non-null float64 LP_ServiceFees 113937 non-null float64 LP_CollectionFees 113937 non-null float64 LP_GrossPrincipalLoss 113937 non-null float64 LP_NetPrincipalLoss 113937 non-null float64 LP_NonPrincipalRecoverypayments 113937 non-null float64 PercentFunded 113937 non-null float64 Recommendations 113937 non-null int64 InvestmentFromFriendsCount 113937 non-null int64 InvestmentFromFriendsAmount 113937 non-null float64 Investors 113937 non-null int64 dtypes: bool(3), float64(50), int64(11), object(17) memory usage: 68.1+ MB <class 'pandas.core.frame.DataFrame'> RangeIndex: 113937 entries, 0 to 113936 Data columns (total 81 columns): ListingKey 113937 non-null object ListingNumber 113937 non-null int64 ListingCreationDate 113937 non-null object CreditGrade 28953 non-null object Term 113937 non-null int64 LoanStatus 113937 non-null object ClosedDate 55089 non-null object BorrowerAPR 113912 non-null float64 BorrowerRate 113937 non-null float64 LenderYield 113937 non-null float64 EstimatedEffectiveYield 84853 non-null float64 EstimatedLoss 84853 non-null float64 EstimatedReturn 84853 non-null float64 ProsperRating (numeric) 84853 non-null float64 ProsperRating (Alpha) 84853 non-null object ProsperScore 84853 non-null float64 ListingCategory (numeric) 113937 non-null int64 BorrowerState 108422 non-null object Occupation 110349 non-null object EmploymentStatus 111682 non-null object EmploymentStatusDuration 106312 non-null float64 IsBorrowerHomeowner 113937 non-null bool CurrentlyInGroup 113937 non-null bool GroupKey 13341 non-null object DateCreditPulled 113937 non-null object CreditScoreRangeLower 113346 non-null float64 CreditScoreRangeUpper 113346 non-null float64 FirstRecordedCreditLine 113240 non-null object CurrentCreditLines 106333 non-null float64 OpenCreditLines 106333 non-null float64 TotalCreditLinespast7years 113240 non-null float64 OpenRevolvingAccounts 113937 non-null int64 OpenRevolvingMonthlyPayment 113937 non-null float64 InquiriesLast6Months 113240 non-null float64 TotalInquiries 112778 non-null float64 CurrentDelinquencies 113240 non-null float64 AmountDelinquent 106315 non-null float64 DelinquenciesLast7Years 112947 non-null float64 PublicRecordsLast10Years 113240 non-null float64 PublicRecordsLast12Months 106333 non-null float64 RevolvingCreditBalance 106333 non-null float64 BankcardUtilization 106333 non-null float64 AvailableBankcardCredit 106393 non-null float64 TotalTrades 106393 non-null float64 TradesNeverDelinquent (percentage) 106393 non-null float64 TradesOpenedLast6Months 106393 non-null float64 DebtToIncomeRatio 105383 non-null float64 IncomeRange 113937 non-null object IncomeVerifiable 113937 non-null bool StatedMonthlyIncome 113937 non-null float64 LoanKey 113937 non-null object TotalProsperLoans 22085 non-null float64 TotalProsperPaymentsBilled 22085 non-null float64 OnTimeProsperPayments 22085 non-null float64 ProsperPaymentsLessThanOneMonthLate 22085 non-null float64 ProsperPaymentsOneMonthPlusLate 22085 non-null float64 ProsperPrincipalBorrowed 22085 non-null float64 ProsperPrincipalOutstanding 22085 non-null float64 ScorexChangeAtTimeOfListing 18928 non-null float64 LoanCurrentDaysDelinquent 113937 non-null int64 LoanFirstDefaultedCycleNumber 16952 non-null float64 LoanMonthsSinceOrigination 113937 non-null int64 LoanNumber 113937 non-null int64 LoanOriginalAmount 113937 non-null int64 LoanOriginationDate 113937 non-null object LoanOriginationQuarter 113937 non-null object MemberKey 113937 non-null object MonthlyLoanPayment 113937 non-null float64 LP_CustomerPayments 113937 non-null float64 LP_CustomerPrincipalPayments 113937 non-null float64 LP_InterestandFees 113937 non-null float64 LP_ServiceFees 113937 non-null float64 LP_CollectionFees 113937 non-null float64 LP_GrossPrincipalLoss 113937 non-null float64 LP_NetPrincipalLoss 113937 non-null float64 LP_NonPrincipalRecoverypayments 113937 non-null float64 PercentFunded 113937 non-null float64 Recommendations 113937 non-null int64 InvestmentFromFriendsCount 113937 non-null int64 InvestmentFromFriendsAmount 113937 non-null float64 Investors 113937 non-null int64 dtypes: bool(3), float64(50), int64(11), object(17) memory usage: 68.1+ MB
df_dict = pd.read_csv('Prosper Loan Data - Variable Definitions - Sheet1.csv')
#display the full rows and columns of the dictionary dataframe
pd.options.display.max_colwidth = 1000
pd.options.display.max_rows = 1000
df_dict
| Variable | Description | |
|---|---|---|
| 0 | ListingKey | Unique key for each listing, same value as the 'key' used in the listing object in the API. |
| 1 | ListingNumber | The number that uniquely identifies the listing to the public as displayed on the website. |
| 2 | ListingCreationDate | The date the listing was created. |
| 3 | CreditGrade | The Credit rating that was assigned at the time the listing went live. Applicable for listings pre-2009 period and will only be populated for those listings. |
| 4 | Term | The length of the loan expressed in months. |
| 5 | LoanStatus | The current status of the loan: Cancelled, Chargedoff, Completed, Current, Defaulted, FinalPaymentInProgress, PastDue. The PastDue status will be accompanied by a delinquency bucket. |
| 6 | ClosedDate | Closed date is applicable for Cancelled, Completed, Chargedoff and Defaulted loan statuses. |
| 7 | BorrowerAPR | The Borrower's Annual Percentage Rate (APR) for the loan. |
| 8 | BorrowerRate | The Borrower's interest rate for this loan. |
| 9 | LenderYield | The Lender yield on the loan. Lender yield is equal to the interest rate on the loan less the servicing fee. |
| 10 | EstimatedEffectiveYield | Effective yield is equal to the borrower interest rate (i) minus the servicing fee rate, (ii) minus estimated uncollected interest on charge-offs, (iii) plus estimated collected late fees. Applicable for loans originated after July 2009. |
| 11 | EstimatedLoss | Estimated loss is the estimated principal loss on charge-offs. Applicable for loans originated after July 2009. |
| 12 | EstimatedReturn | The estimated return assigned to the listing at the time it was created. Estimated return is the difference between the Estimated Effective Yield and the Estimated Loss Rate. Applicable for loans originated after July 2009. |
| 13 | ProsperRating (numeric) | The Prosper Rating assigned at the time the listing was created: 0 - N/A, 1 - HR, 2 - E, 3 - D, 4 - C, 5 - B, 6 - A, 7 - AA. Applicable for loans originated after July 2009. |
| 14 | ProsperRating (Alpha) | The Prosper Rating assigned at the time the listing was created between AA - HR. Applicable for loans originated after July 2009. |
| 15 | ProsperScore | A custom risk score built using historical Prosper data. The score ranges from 1-10, with 10 being the best, or lowest risk score. Applicable for loans originated after July 2009. |
| 16 | ListingCategory | The category of the listing that the borrower selected when posting their listing: 0 - Not Available, 1 - Debt Consolidation, 2 - Home Improvement, 3 - Business, 4 - Personal Loan, 5 - Student Use, 6 - Auto, 7- Other, 8 - Baby&Adoption, 9 - Boat, 10 - Cosmetic Procedure, 11 - Engagement Ring, 12 - Green Loans, 13 - Household Expenses, 14 - Large Purchases, 15 - Medical/Dental, 16 - Motorcycle, 17 - RV, 18 - Taxes, 19 - Vacation, 20 - Wedding Loans |
| 17 | BorrowerState | The two letter abbreviation of the state of the address of the borrower at the time the Listing was created. |
| 18 | Occupation | The Occupation selected by the Borrower at the time they created the listing. |
| 19 | EmploymentStatus | The employment status of the borrower at the time they posted the listing. |
| 20 | EmploymentStatusDuration | The length in months of the employment status at the time the listing was created. |
| 21 | IsBorrowerHomeowner | A Borrower will be classified as a homowner if they have a mortgage on their credit profile or provide documentation confirming they are a homeowner. |
| 22 | CurrentlyInGroup | Specifies whether or not the Borrower was in a group at the time the listing was created. |
| 23 | GroupKey | The Key of the group in which the Borrower is a member of. Value will be null if the borrower does not have a group affiliation. |
| 24 | DateCreditPulled | The date the credit profile was pulled. |
| 25 | CreditScoreRangeLower | The lower value representing the range of the borrower's credit score as provided by a consumer credit rating agency. |
| 26 | CreditScoreRangeUpper | The upper value representing the range of the borrower's credit score as provided by a consumer credit rating agency. |
| 27 | FirstRecordedCreditLine | The date the first credit line was opened. |
| 28 | CurrentCreditLines | Number of current credit lines at the time the credit profile was pulled. |
| 29 | OpenCreditLines | Number of open credit lines at the time the credit profile was pulled. |
| 30 | TotalCreditLinespast7years | Number of credit lines in the past seven years at the time the credit profile was pulled. |
| 31 | OpenRevolvingAccounts | Number of open revolving accounts at the time the credit profile was pulled. |
| 32 | OpenRevolvingMonthlyPayment | Monthly payment on revolving accounts at the time the credit profile was pulled. |
| 33 | InquiriesLast6Months | Number of inquiries in the past six months at the time the credit profile was pulled. |
| 34 | TotalInquiries | Total number of inquiries at the time the credit profile was pulled. |
| 35 | CurrentDelinquencies | Number of accounts delinquent at the time the credit profile was pulled. |
| 36 | AmountDelinquent | Dollars delinquent at the time the credit profile was pulled. |
| 37 | DelinquenciesLast7Years | Number of delinquencies in the past 7 years at the time the credit profile was pulled. |
| 38 | PublicRecordsLast10Years | Number of public records in the past 10 years at the time the credit profile was pulled. |
| 39 | PublicRecordsLast12Months | Number of public records in the past 12 months at the time the credit profile was pulled. |
| 40 | RevolvingCreditBalance | Dollars of revolving credit at the time the credit profile was pulled. |
| 41 | BankcardUtilization | The percentage of available revolving credit that is utilized at the time the credit profile was pulled. |
| 42 | AvailableBankcardCredit | The total available credit via bank card at the time the credit profile was pulled. |
| 43 | TotalTrades | Number of trade lines ever opened at the time the credit profile was pulled. |
| 44 | TradesNeverDelinquent | Number of trades that have never been delinquent at the time the credit profile was pulled. |
| 45 | TradesOpenedLast6Months | Number of trades opened in the last 6 months at the time the credit profile was pulled. |
| 46 | DebtToIncomeRatio | The debt to income ratio of the borrower at the time the credit profile was pulled. This value is Null if the debt to income ratio is not available. This value is capped at 10.01 (any debt to income ratio larger than 1000% will be returned as 1001%). |
| 47 | IncomeRange | The income range of the borrower at the time the listing was created. |
| 48 | IncomeVerifiable | The borrower indicated they have the required documentation to support their income. |
| 49 | StatedMonthlyIncome | The monthly income the borrower stated at the time the listing was created. |
| 50 | LoanKey | Unique key for each loan. This is the same key that is used in the API. |
| 51 | TotalProsperLoans | Number of Prosper loans the borrower at the time they created this listing. This value will be null if the borrower had no prior loans. |
| 52 | TotalProsperPaymentsBilled | Number of on time payments the borrower made on Prosper loans at the time they created this listing. This value will be null if the borrower had no prior loans. |
| 53 | OnTimeProsperPayments | Number of on time payments the borrower had made on Prosper loans at the time they created this listing. This value will be null if the borrower has no prior loans. |
| 54 | ProsperPaymentsLessThanOneMonthLate | Number of payments the borrower made on Prosper loans that were less than one month late at the time they created this listing. This value will be null if the borrower had no prior loans. |
| 55 | ProsperPaymentsOneMonthPlusLate | Number of payments the borrower made on Prosper loans that were greater than one month late at the time they created this listing. This value will be null if the borrower had no prior loans. |
| 56 | ProsperPrincipalBorrowed | Total principal borrowed on Prosper loans at the time the listing was created. This value will be null if the borrower had no prior loans. |
| 57 | ProsperPrincipalOutstanding | Principal outstanding on Prosper loans at the time the listing was created. This value will be null if the borrower had no prior loans. |
| 58 | ScorexChangeAtTimeOfListing | Borrower's credit score change at the time the credit profile was pulled. This will be the change relative to the borrower's last Prosper loan. This value will be null if the borrower had no prior loans. |
| 59 | LoanCurrentDaysDelinquent | The number of days delinquent. |
| 60 | LoanFirstDefaultedCycleNumber | The cycle the loan was charged off. If the loan has not charged off the value will be null. |
| 61 | LoanMonthsSinceOrigination | Number of months since the loan originated. |
| 62 | LoanNumber | Unique numeric value associated with the loan. |
| 63 | LoanOriginalAmount | The origination amount of the loan. |
| 64 | LoanOriginationDate | The date the loan was originated. |
| 65 | LoanOriginationQuarter | The quarter in which the loan was originated. |
| 66 | MemberKey | The unique key that is associated with the borrower. This is the same identifier that is used in the API member object. |
| 67 | MonthlyLoanPayment | The scheduled monthly loan payment. |
| 68 | LP_CustomerPayments | Pre charge-off cumulative gross payments made by the borrower on the loan. If the loan has charged off, this value will exclude any recoveries. |
| 69 | LP_CustomerPrincipalPayments | Pre charge-off cumulative principal payments made by the borrower on the loan. If the loan has charged off, this value will exclude any recoveries. |
| 70 | LP_InterestandFees | Pre charge-off cumulative interest and fees paid by the borrower. If the loan has charged off, this value will exclude any recoveries. |
| 71 | LP_ServiceFees | Cumulative service fees paid by the investors who have invested in the loan. |
| 72 | LP_CollectionFees | Cumulative collection fees paid by the investors who have invested in the loan. |
| 73 | LP_GrossPrincipalLoss | The gross charged off amount of the loan. |
| 74 | LP_NetPrincipalLoss | The principal that remains uncollected after any recoveries. |
| 75 | LP_NonPrincipalRecoverypayments | The interest and fee component of any recovery payments. The current payment policy applies payments in the following order: Fees, interest, principal. |
| 76 | PercentFunded | Percent the listing was funded. |
| 77 | Recommendations | Number of recommendations the borrower had at the time the listing was created. |
| 78 | InvestmentFromFriendsCount | Number of friends that made an investment in the loan. |
| 79 | InvestmentFromFriendsAmount | Dollar amount of investments that were made by friends. |
| 80 | Investors | The number of investors that funded the loan. |
| Variable | Description | |
|---|---|---|
| 0 | ListingKey | Unique key for each listing, same value as the 'key' used in the listing object in the API. |
| 1 | ListingNumber | The number that uniquely identifies the listing to the public as displayed on the website. |
| 2 | ListingCreationDate | The date the listing was created. |
| 3 | CreditGrade | The Credit rating that was assigned at the time the listing went live. Applicable for listings pre-2009 period and will only be populated for those listings. |
| 4 | Term | The length of the loan expressed in months. |
| 5 | LoanStatus | The current status of the loan: Cancelled, Chargedoff, Completed, Current, Defaulted, FinalPaymentInProgress, PastDue. The PastDue status will be accompanied by a delinquency bucket. |
| 6 | ClosedDate | Closed date is applicable for Cancelled, Completed, Chargedoff and Defaulted loan statuses. |
| 7 | BorrowerAPR | The Borrower's Annual Percentage Rate (APR) for the loan. |
| 8 | BorrowerRate | The Borrower's interest rate for this loan. |
| 9 | LenderYield | The Lender yield on the loan. Lender yield is equal to the interest rate on the loan less the servicing fee. |
| 10 | EstimatedEffectiveYield | Effective yield is equal to the borrower interest rate (i) minus the servicing fee rate, (ii) minus estimated uncollected interest on charge-offs, (iii) plus estimated collected late fees. Applicable for loans originated after July 2009. |
| 11 | EstimatedLoss | Estimated loss is the estimated principal loss on charge-offs. Applicable for loans originated after July 2009. |
| 12 | EstimatedReturn | The estimated return assigned to the listing at the time it was created. Estimated return is the difference between the Estimated Effective Yield and the Estimated Loss Rate. Applicable for loans originated after July 2009. |
| 13 | ProsperRating (numeric) | The Prosper Rating assigned at the time the listing was created: 0 - N/A, 1 - HR, 2 - E, 3 - D, 4 - C, 5 - B, 6 - A, 7 - AA. Applicable for loans originated after July 2009. |
| 14 | ProsperRating (Alpha) | The Prosper Rating assigned at the time the listing was created between AA - HR. Applicable for loans originated after July 2009. |
| 15 | ProsperScore | A custom risk score built using historical Prosper data. The score ranges from 1-10, with 10 being the best, or lowest risk score. Applicable for loans originated after July 2009. |
| 16 | ListingCategory | The category of the listing that the borrower selected when posting their listing: 0 - Not Available, 1 - Debt Consolidation, 2 - Home Improvement, 3 - Business, 4 - Personal Loan, 5 - Student Use, 6 - Auto, 7- Other, 8 - Baby&Adoption, 9 - Boat, 10 - Cosmetic Procedure, 11 - Engagement Ring, 12 - Green Loans, 13 - Household Expenses, 14 - Large Purchases, 15 - Medical/Dental, 16 - Motorcycle, 17 - RV, 18 - Taxes, 19 - Vacation, 20 - Wedding Loans |
| 17 | BorrowerState | The two letter abbreviation of the state of the address of the borrower at the time the Listing was created. |
| 18 | Occupation | The Occupation selected by the Borrower at the time they created the listing. |
| 19 | EmploymentStatus | The employment status of the borrower at the time they posted the listing. |
| 20 | EmploymentStatusDuration | The length in months of the employment status at the time the listing was created. |
| 21 | IsBorrowerHomeowner | A Borrower will be classified as a homowner if they have a mortgage on their credit profile or provide documentation confirming they are a homeowner. |
| 22 | CurrentlyInGroup | Specifies whether or not the Borrower was in a group at the time the listing was created. |
| 23 | GroupKey | The Key of the group in which the Borrower is a member of. Value will be null if the borrower does not have a group affiliation. |
| 24 | DateCreditPulled | The date the credit profile was pulled. |
| 25 | CreditScoreRangeLower | The lower value representing the range of the borrower's credit score as provided by a consumer credit rating agency. |
| 26 | CreditScoreRangeUpper | The upper value representing the range of the borrower's credit score as provided by a consumer credit rating agency. |
| 27 | FirstRecordedCreditLine | The date the first credit line was opened. |
| 28 | CurrentCreditLines | Number of current credit lines at the time the credit profile was pulled. |
| 29 | OpenCreditLines | Number of open credit lines at the time the credit profile was pulled. |
| 30 | TotalCreditLinespast7years | Number of credit lines in the past seven years at the time the credit profile was pulled. |
| 31 | OpenRevolvingAccounts | Number of open revolving accounts at the time the credit profile was pulled. |
| 32 | OpenRevolvingMonthlyPayment | Monthly payment on revolving accounts at the time the credit profile was pulled. |
| 33 | InquiriesLast6Months | Number of inquiries in the past six months at the time the credit profile was pulled. |
| 34 | TotalInquiries | Total number of inquiries at the time the credit profile was pulled. |
| 35 | CurrentDelinquencies | Number of accounts delinquent at the time the credit profile was pulled. |
| 36 | AmountDelinquent | Dollars delinquent at the time the credit profile was pulled. |
| 37 | DelinquenciesLast7Years | Number of delinquencies in the past 7 years at the time the credit profile was pulled. |
| 38 | PublicRecordsLast10Years | Number of public records in the past 10 years at the time the credit profile was pulled. |
| 39 | PublicRecordsLast12Months | Number of public records in the past 12 months at the time the credit profile was pulled. |
| 40 | RevolvingCreditBalance | Dollars of revolving credit at the time the credit profile was pulled. |
| 41 | BankcardUtilization | The percentage of available revolving credit that is utilized at the time the credit profile was pulled. |
| 42 | AvailableBankcardCredit | The total available credit via bank card at the time the credit profile was pulled. |
| 43 | TotalTrades | Number of trade lines ever opened at the time the credit profile was pulled. |
| 44 | TradesNeverDelinquent | Number of trades that have never been delinquent at the time the credit profile was pulled. |
| 45 | TradesOpenedLast6Months | Number of trades opened in the last 6 months at the time the credit profile was pulled. |
| 46 | DebtToIncomeRatio | The debt to income ratio of the borrower at the time the credit profile was pulled. This value is Null if the debt to income ratio is not available. This value is capped at 10.01 (any debt to income ratio larger than 1000% will be returned as 1001%). |
| 47 | IncomeRange | The income range of the borrower at the time the listing was created. |
| 48 | IncomeVerifiable | The borrower indicated they have the required documentation to support their income. |
| 49 | StatedMonthlyIncome | The monthly income the borrower stated at the time the listing was created. |
| 50 | LoanKey | Unique key for each loan. This is the same key that is used in the API. |
| 51 | TotalProsperLoans | Number of Prosper loans the borrower at the time they created this listing. This value will be null if the borrower had no prior loans. |
| 52 | TotalProsperPaymentsBilled | Number of on time payments the borrower made on Prosper loans at the time they created this listing. This value will be null if the borrower had no prior loans. |
| 53 | OnTimeProsperPayments | Number of on time payments the borrower had made on Prosper loans at the time they created this listing. This value will be null if the borrower has no prior loans. |
| 54 | ProsperPaymentsLessThanOneMonthLate | Number of payments the borrower made on Prosper loans that were less than one month late at the time they created this listing. This value will be null if the borrower had no prior loans. |
| 55 | ProsperPaymentsOneMonthPlusLate | Number of payments the borrower made on Prosper loans that were greater than one month late at the time they created this listing. This value will be null if the borrower had no prior loans. |
| 56 | ProsperPrincipalBorrowed | Total principal borrowed on Prosper loans at the time the listing was created. This value will be null if the borrower had no prior loans. |
| 57 | ProsperPrincipalOutstanding | Principal outstanding on Prosper loans at the time the listing was created. This value will be null if the borrower had no prior loans. |
| 58 | ScorexChangeAtTimeOfListing | Borrower's credit score change at the time the credit profile was pulled. This will be the change relative to the borrower's last Prosper loan. This value will be null if the borrower had no prior loans. |
| 59 | LoanCurrentDaysDelinquent | The number of days delinquent. |
| 60 | LoanFirstDefaultedCycleNumber | The cycle the loan was charged off. If the loan has not charged off the value will be null. |
| 61 | LoanMonthsSinceOrigination | Number of months since the loan originated. |
| 62 | LoanNumber | Unique numeric value associated with the loan. |
| 63 | LoanOriginalAmount | The origination amount of the loan. |
| 64 | LoanOriginationDate | The date the loan was originated. |
| 65 | LoanOriginationQuarter | The quarter in which the loan was originated. |
| 66 | MemberKey | The unique key that is associated with the borrower. This is the same identifier that is used in the API member object. |
| 67 | MonthlyLoanPayment | The scheduled monthly loan payment. |
| 68 | LP_CustomerPayments | Pre charge-off cumulative gross payments made by the borrower on the loan. If the loan has charged off, this value will exclude any recoveries. |
| 69 | LP_CustomerPrincipalPayments | Pre charge-off cumulative principal payments made by the borrower on the loan. If the loan has charged off, this value will exclude any recoveries. |
| 70 | LP_InterestandFees | Pre charge-off cumulative interest and fees paid by the borrower. If the loan has charged off, this value will exclude any recoveries. |
| 71 | LP_ServiceFees | Cumulative service fees paid by the investors who have invested in the loan. |
| 72 | LP_CollectionFees | Cumulative collection fees paid by the investors who have invested in the loan. |
| 73 | LP_GrossPrincipalLoss | The gross charged off amount of the loan. |
| 74 | LP_NetPrincipalLoss | The principal that remains uncollected after any recoveries. |
| 75 | LP_NonPrincipalRecoverypayments | The interest and fee component of any recovery payments. The current payment policy applies payments in the following order: Fees, interest, principal. |
| 76 | PercentFunded | Percent the listing was funded. |
| 77 | Recommendations | Number of recommendations the borrower had at the time the listing was created. |
| 78 | InvestmentFromFriendsCount | Number of friends that made an investment in the loan. |
| 79 | InvestmentFromFriendsAmount | Dollar amount of investments that were made by friends. |
| 80 | Investors | The number of investors that funded the loan. |
#Copy the dataset, and only select those columns that will be used
cols = ['Term', 'LoanStatus', 'BorrowerAPR', 'BorrowerRate', 'ListingCategory', 'EmploymentStatus'
, 'IsBorrowerHomeowner', 'CreditScoreRangeLower', 'CreditScoreRangeUpper', 'DebtToIncomeRatioff',
'StatedMonthlyIncome', 'PercentFunded', 'Recommendations', 'InvestmentFromFriendsCount', 'ProsperScore']
df_sub = df.copy()
df_sub = df_sub.loc[:, df.columns.isin(cols)]
df_sub
| Term | LoanStatus | BorrowerAPR | BorrowerRate | ProsperScore | EmploymentStatus | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 36 | Completed | 0.16516 | 0.1580 | NaN | Self-employed | True | 640.0 | 659.0 | 3083.333333 | 1.0000 | 0 | 0 |
| 1 | 36 | Current | 0.12016 | 0.0920 | 7.0 | Employed | False | 680.0 | 699.0 | 6125.000000 | 1.0000 | 0 | 0 |
| 2 | 36 | Completed | 0.28269 | 0.2750 | NaN | Not available | False | 480.0 | 499.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 3 | 36 | Current | 0.12528 | 0.0974 | 9.0 | Employed | True | 800.0 | 819.0 | 2875.000000 | 1.0000 | 0 | 0 |
| 4 | 36 | Current | 0.24614 | 0.2085 | 4.0 | Employed | True | 680.0 | 699.0 | 9583.333333 | 1.0000 | 0 | 0 |
| 5 | 60 | Current | 0.15425 | 0.1314 | 10.0 | Employed | True | 740.0 | 759.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 6 | 36 | Current | 0.31032 | 0.2712 | 2.0 | Employed | False | 680.0 | 699.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 7 | 36 | Current | 0.23939 | 0.2019 | 4.0 | Employed | False | 700.0 | 719.0 | 3355.750000 | 1.0000 | 0 | 0 |
| 8 | 36 | Current | 0.07620 | 0.0629 | 9.0 | Employed | True | 820.0 | 839.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 9 | 36 | Current | 0.07620 | 0.0629 | 11.0 | Employed | True | 820.0 | 839.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 10 | 60 | Current | 0.27462 | 0.2489 | 7.0 | Employed | False | 640.0 | 659.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 11 | 36 | Completed | 0.15033 | 0.1325 | NaN | Full-time | False | 640.0 | 659.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 12 | 36 | Past Due (1-15 days) | 0.17969 | 0.1435 | 4.0 | Employed | False | 680.0 | 699.0 | 2416.666667 | 1.0000 | 0 | 0 |
| 13 | 36 | Current | 0.13138 | 0.1034 | 8.0 | Employed | True | 740.0 | 759.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 14 | 60 | Current | 0.11695 | 0.0949 | 8.0 | Employed | False | 740.0 | 759.0 | 10833.333333 | 0.7731 | 0 | 0 |
| 15 | 36 | Defaulted | 0.35797 | 0.3177 | 5.0 | Other | True | 700.0 | 719.0 | 5500.000000 | 1.0000 | 0 | 0 |
| 16 | 60 | Current | 0.30748 | 0.2809 | 4.0 | Full-time | True | 640.0 | 659.0 | 8291.666667 | 1.0000 | 0 | 0 |
| 17 | 36 | Chargedoff | 0.13202 | 0.1250 | NaN | Not available | True | 760.0 | 779.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 18 | 36 | Current | 0.12528 | 0.0974 | 7.0 | Employed | False | 740.0 | 759.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 19 | 60 | Current | 0.24754 | 0.2225 | 8.0 | Employed | False | 680.0 | 699.0 | 3075.000000 | 1.0000 | 0 | 0 |
| 20 | 36 | Current | 0.16732 | 0.1314 | 7.0 | Employed | True | 660.0 | 679.0 | 5166.666667 | 1.0000 | 0 | 0 |
| 21 | 36 | Completed | 0.21488 | 0.2075 | NaN | Full-time | False | 620.0 | 639.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 22 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Other | False | 700.0 | 719.0 | 118.333333 | 1.0000 | 0 | 0 |
| 23 | 36 | Defaulted | 0.28032 | 0.2419 | 5.0 | Employed | False | 680.0 | 699.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 24 | 36 | Current | 0.19859 | 0.1620 | 5.0 | Employed | True | 660.0 | 679.0 | 2333.333333 | 1.0000 | 0 | 0 |
| 25 | 36 | Current | 0.30182 | 0.2629 | 3.0 | Employed | False | 680.0 | 699.0 | 6974.000000 | 1.0000 | 0 | 0 |
| 26 | 60 | Completed | 0.30748 | 0.2809 | 3.0 | Employed | False | 660.0 | 679.0 | 3885.916667 | 1.0000 | 0 | 0 |
| 27 | 36 | Completed | 0.11296 | 0.0920 | 9.0 | Full-time | True | 700.0 | 719.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 28 | 36 | Current | 0.20268 | 0.1660 | 4.0 | Employed | True | 720.0 | 739.0 | 3600.000000 | 1.0000 | 0 | 0 |
| 29 | 36 | Current | 0.15223 | 0.1239 | 6.0 | Employed | True | 740.0 | 759.0 | 10416.666667 | 1.0000 | 0 | 0 |
| 30 | 36 | Completed | 0.12782 | 0.0999 | 9.0 | Employed | False | 740.0 | 759.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 31 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Other | False | 680.0 | 699.0 | 2250.000000 | 1.0000 | 0 | 0 |
| 32 | 36 | Current | 0.16324 | 0.1274 | 8.0 | Employed | True | 660.0 | 679.0 | 7000.000000 | 1.0000 | 0 | 0 |
| 33 | 36 | Completed | 0.08191 | 0.0785 | 10.0 | Employed | False | 760.0 | 779.0 | 13083.333333 | 1.0000 | 0 | 0 |
| 34 | 36 | Current | 0.22966 | 0.1920 | 5.0 | Other | True | 640.0 | 659.0 | 4058.333333 | 1.0000 | 0 | 0 |
| 35 | 36 | Current | 0.19108 | 0.1621 | 8.0 | Employed | False | 700.0 | 719.0 | 3833.333333 | 1.0000 | 0 | 0 |
| 36 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Employed | True | 680.0 | 699.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 37 | 36 | Current | 0.28544 | 0.2469 | 6.0 | Employed | True | 640.0 | 659.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 38 | 36 | Current | 0.08930 | 0.0759 | 9.0 | Other | True | 800.0 | 819.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 39 | 36 | Completed | 0.15211 | 0.1450 | NaN | NaN | False | 680.0 | 699.0 | 9583.333333 | 1.0000 | 0 | 0 |
| 40 | 60 | Current | 0.19630 | 0.1725 | 4.0 | Self-employed | False | 680.0 | 699.0 | 12750.000000 | 1.0000 | 0 | 0 |
| 41 | 60 | Current | 0.23318 | 0.2085 | 8.0 | Employed | True | 700.0 | 719.0 | 9000.000000 | 1.0000 | 0 | 0 |
| 42 | 36 | Chargedoff | 0.30300 | 0.2900 | NaN | Not available | False | 520.0 | 539.0 | 416.666667 | 1.0000 | 0 | 0 |
| 43 | 36 | Current | 0.21290 | 0.1760 | 6.0 | Employed | False | 640.0 | 659.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 44 | 36 | Current | 0.21025 | 0.1734 | 5.0 | Employed | True | 720.0 | 739.0 | 8916.666667 | 1.0000 | 0 | 0 |
| 45 | 60 | Current | 0.13227 | 0.1099 | 7.0 | Employed | True | 740.0 | 759.0 | 16000.000000 | 1.0000 | 0 | 0 |
| 46 | 36 | Completed | 0.17170 | 0.1500 | NaN | Full-time | False | 660.0 | 679.0 | 3166.666667 | 1.0000 | 2 | 1 |
| 47 | 36 | Current | 0.15833 | 0.1299 | 8.0 | Employed | True | 680.0 | 699.0 | 5416.666667 | 1.0000 | 1 | 0 |
| 48 | 60 | Current | 0.17522 | 0.1519 | 6.0 | Employed | True | 720.0 | 739.0 | 14583.333333 | 1.0000 | 0 | 0 |
| 49 | 60 | Current | 0.11695 | 0.0949 | 10.0 | Employed | True | 780.0 | 799.0 | 7458.333333 | 1.0000 | 0 | 0 |
| 50 | 60 | Current | 0.23984 | 0.2150 | 5.0 | Employed | True | 640.0 | 659.0 | 7916.666667 | 1.0000 | 0 | 0 |
| 51 | 36 | Current | 0.20200 | 0.1799 | 8.0 | Employed | True | 640.0 | 659.0 | 4853.333333 | 1.0000 | 0 | 0 |
| 52 | 36 | Current | 0.14348 | 0.1153 | 6.0 | Employed | True | 720.0 | 739.0 | 8166.666667 | 1.0000 | 0 | 0 |
| 53 | 36 | Current | 0.31032 | 0.2712 | 4.0 | Employed | False | 640.0 | 659.0 | 4056.000000 | 1.0000 | 0 | 0 |
| 54 | 60 | Current | 0.20931 | 0.1852 | 5.0 | Employed | True | 720.0 | 739.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 55 | 36 | Current | 0.17601 | 0.1399 | 7.0 | Employed | False | 660.0 | 679.0 | 3416.666667 | 1.0000 | 0 | 0 |
| 56 | 36 | Current | 0.22415 | 0.1870 | 4.0 | Employed | False | 680.0 | 699.0 | 4734.333333 | 1.0000 | 0 | 0 |
| 57 | 36 | Chargedoff | 0.29394 | 0.2552 | 5.0 | Employed | True | 720.0 | 739.0 | 9166.666667 | 1.0000 | 0 | 0 |
| 58 | 60 | Current | 0.17522 | 0.1519 | 6.0 | Employed | False | 720.0 | 739.0 | 4666.666667 | 1.0000 | 0 | 0 |
| 59 | 36 | Completed | 0.16717 | 0.1600 | NaN | Full-time | False | 640.0 | 659.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 60 | 60 | Current | 0.19323 | 0.1695 | 7.0 | Employed | True | 700.0 | 719.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 61 | 36 | Current | 0.16324 | 0.1274 | 8.0 | Employed | True | 660.0 | 679.0 | 7108.333333 | 1.0000 | 0 | 0 |
| 62 | 36 | Chargedoff | 0.23748 | 0.2300 | NaN | Full-time | False | 600.0 | 619.0 | 3891.666667 | 1.0000 | 0 | 0 |
| 63 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | True | 620.0 | 639.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 64 | 36 | Current | 0.30899 | 0.2699 | 4.0 | Employed | True | 680.0 | 699.0 | 3166.666667 | 1.0000 | 0 | 0 |
| 65 | 36 | Current | 0.19744 | 0.1605 | 4.0 | Other | True | 660.0 | 679.0 | 4666.666667 | 1.0000 | 0 | 0 |
| 66 | 36 | Completed | 0.16802 | 0.1500 | NaN | Not employed | False | 620.0 | 639.0 | 860.000000 | 1.0000 | 0 | 0 |
| 67 | 12 | Completed | 0.35843 | 0.2669 | 3.0 | Employed | False | 600.0 | 619.0 | 4777.000000 | 1.0000 | 0 | 0 |
| 68 | 36 | Completed | 0.21554 | 0.1970 | NaN | Full-time | True | 580.0 | 599.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 69 | 60 | Current | 0.13636 | 0.1139 | 11.0 | Self-employed | True | 700.0 | 719.0 | 2700.000000 | 1.0000 | 0 | 0 |
| 70 | 36 | Current | 0.24246 | 0.2049 | 6.0 | Employed | False | 640.0 | 659.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 71 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | True | 760.0 | 779.0 | 2916.666667 | 0.9247 | 0 | 0 |
| 72 | 36 | Completed | 0.29510 | 0.2599 | 6.0 | Employed | False | 660.0 | 679.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 73 | 36 | Current | 0.26528 | 0.2272 | 3.0 | Employed | True | 700.0 | 719.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 74 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Employed | True | 680.0 | 699.0 | 5314.250000 | 1.0000 | 0 | 0 |
| 75 | 36 | Chargedoff | 0.32538 | 0.2859 | 2.0 | Employed | False | 660.0 | 679.0 | 4750.000000 | 1.0000 | 0 | 0 |
| 76 | 36 | Completed | 0.25861 | 0.2500 | NaN | Not available | True | 540.0 | 559.0 | 8583.333333 | 1.0000 | 0 | 0 |
| 77 | 36 | Completed | 0.13109 | 0.1099 | 8.0 | Full-time | True | 760.0 | 779.0 | 6466.666667 | 1.0000 | 0 | 0 |
| 78 | 36 | Chargedoff | 0.18454 | 0.1700 | NaN | Full-time | True | 720.0 | 739.0 | 0.000000 | 1.0000 | 0 | 0 |
| 79 | 36 | Current | 0.24246 | 0.2049 | 5.0 | Employed | False | 740.0 | 759.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 80 | 36 | Current | 0.27776 | 0.2394 | 4.0 | Employed | False | 640.0 | 659.0 | 1061.500000 | 1.0000 | 0 | 0 |
| 81 | 60 | Current | 0.12216 | 0.1000 | 10.0 | Employed | False | 780.0 | 799.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 82 | 36 | Past Due (16-30 days) | 0.33286 | 0.2932 | 2.0 | Employed | False | 600.0 | 619.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 83 | 36 | Chargedoff | 0.33553 | 0.2958 | 6.0 | Employed | False | 660.0 | 679.0 | 3250.000000 | 1.0000 | 0 | 0 |
| 84 | 60 | Current | 0.22283 | 0.1984 | 5.0 | Employed | True | 760.0 | 779.0 | 5083.333333 | 1.0000 | 0 | 0 |
| 85 | 60 | Current | 0.21166 | 0.1875 | 4.0 | Employed | True | 660.0 | 679.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 86 | 36 | Current | 0.22773 | 0.1905 | 4.0 | Employed | True | 640.0 | 659.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 87 | 36 | Completed | 0.33973 | 0.2999 | 3.0 | Employed | True | 640.0 | 659.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 88 | 36 | Completed | 0.35643 | 0.3199 | 3.0 | Employed | True | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 89 | 36 | Current | 0.21372 | 0.1768 | 8.0 | Employed | False | 660.0 | 679.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 90 | 36 | Completed | 0.19178 | 0.1845 | NaN | Not available | True | 600.0 | 619.0 | 1833.333333 | 1.0000 | 0 | 0 |
| 91 | 36 | Completed | 0.35858 | 0.3220 | 5.0 | Employed | False | 700.0 | 719.0 | 2250.000000 | 1.0000 | 0 | 0 |
| 92 | 36 | Completed | 0.08292 | 0.0755 | NaN | NaN | True | 820.0 | 839.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 93 | 60 | Chargedoff | 0.27462 | 0.2489 | 7.0 | Employed | True | 680.0 | 699.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 94 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Employed | True | 700.0 | 719.0 | 5196.250000 | 1.0000 | 0 | 0 |
| 95 | 36 | Current | 0.12691 | 0.0990 | 8.0 | Employed | True | 680.0 | 699.0 | 14833.333333 | 1.0000 | 0 | 0 |
| 96 | 60 | Current | 0.23718 | 0.2124 | 8.0 | Employed | False | 720.0 | 739.0 | 2583.333333 | 1.0000 | 0 | 0 |
| 97 | 36 | Current | 0.23121 | 0.1939 | 6.0 | Employed | False | 640.0 | 659.0 | 1500.000000 | 1.0000 | 0 | 0 |
| 98 | 36 | Current | 0.17151 | 0.1355 | 9.0 | Employed | True | 640.0 | 659.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 99 | 60 | Current | 0.10878 | 0.0869 | 10.0 | Other | False | 800.0 | 819.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 100 | 36 | Chargedoff | 0.35356 | 0.3134 | 3.0 | Not employed | False | 720.0 | 739.0 | 0.000000 | 1.0000 | 0 | 0 |
| 101 | 36 | Chargedoff | 0.20421 | 0.1895 | NaN | Full-time | True | 560.0 | 579.0 | 7416.666667 | 1.0000 | 1 | 0 |
| 102 | 36 | Completed | 0.15529 | 0.1338 | 9.0 | Full-time | True | 720.0 | 739.0 | 15000.000000 | 1.0000 | 0 | 0 |
| 103 | 36 | Chargedoff | 0.26681 | 0.2287 | 2.0 | Self-employed | True | 680.0 | 699.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 104 | 36 | Current | 0.19859 | 0.1620 | 5.0 | Employed | False | 660.0 | 679.0 | 4916.666667 | 1.0000 | 0 | 0 |
| 105 | 36 | Chargedoff | 0.30532 | 0.2699 | 6.0 | Employed | False | 640.0 | 659.0 | 2666.666667 | 1.0000 | 0 | 0 |
| 106 | 36 | Current | 0.19088 | 0.1619 | 6.0 | Employed | False | 660.0 | 679.0 | 4699.000000 | 1.0000 | 0 | 0 |
| 107 | 36 | Defaulted | 0.35797 | 0.3177 | 2.0 | Employed | False | 720.0 | 739.0 | 2833.333333 | 1.0000 | 0 | 0 |
| 108 | 36 | Completed | 0.28320 | 0.2600 | NaN | Full-time | False | 640.0 | 659.0 | 0.000000 | 1.0000 | 0 | 0 |
| 109 | 36 | Completed | 0.14476 | 0.1234 | 9.0 | Full-time | True | 660.0 | 679.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 110 | 36 | Completed | 0.34631 | 0.3100 | 5.0 | Full-time | True | 640.0 | 659.0 | 4666.666667 | 1.0000 | 0 | 0 |
| 111 | 36 | Current | 0.28370 | 0.2452 | 6.0 | Employed | True | 700.0 | 719.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 112 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Employed | True | 740.0 | 759.0 | 2583.333333 | 1.0000 | 0 | 0 |
| 113 | 36 | Completed | 0.30564 | 0.2900 | NaN | Self-employed | False | 520.0 | 539.0 | 4166.666667 | 1.0000 | 1 | 0 |
| 114 | 36 | Completed | 0.16727 | 0.1601 | NaN | Full-time | True | 660.0 | 679.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 115 | 60 | Current | 0.22140 | 0.1970 | 6.0 | Employed | False | 700.0 | 719.0 | 4490.833333 | 1.0000 | 0 | 0 |
| 116 | 60 | Current | 0.19988 | 0.1760 | 6.0 | Employed | True | 700.0 | 719.0 | 7666.666667 | 1.0000 | 0 | 0 |
| 117 | 36 | Completed | 0.10235 | 0.0885 | NaN | Part-time | False | 740.0 | 759.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 118 | 36 | Current | 0.17359 | 0.1449 | 8.0 | Employed | True | 720.0 | 739.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 119 | 36 | Current | 0.22108 | 0.1840 | 4.0 | Employed | False | 720.0 | 739.0 | 6083.333333 | 1.0000 | 0 | 0 |
| 120 | 60 | Current | 0.18913 | 0.1655 | 3.0 | Employed | True | 760.0 | 779.0 | 3208.500000 | 1.0000 | 0 | 0 |
| 121 | 36 | Completed | 0.15428 | 0.1400 | NaN | Full-time | True | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 122 | 36 | Completed | 0.08718 | 0.0700 | NaN | Not available | False | 720.0 | 739.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 123 | 36 | Completed | 0.13223 | 0.1252 | NaN | Full-time | False | 780.0 | 799.0 | 2293.333333 | 1.0000 | 0 | 0 |
| 124 | 60 | Current | 0.20081 | 0.1769 | 6.0 | Employed | True | 720.0 | 739.0 | 7916.666667 | 1.0000 | 0 | 0 |
| 125 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.000000 | 1.0000 | 0 | 0 |
| 126 | 36 | Current | 0.13799 | 0.1099 | 10.0 | Employed | True | 800.0 | 819.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 127 | 36 | Chargedoff | 0.29743 | 0.2745 | NaN | Full-time | False | 520.0 | 539.0 | 2946.666667 | 1.0000 | 0 | 0 |
| 128 | 36 | Defaulted | 0.18824 | 0.1700 | NaN | Not available | True | 500.0 | 519.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 129 | 36 | Current | 0.28032 | 0.2419 | 2.0 | Employed | False | 660.0 | 679.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 130 | 60 | Completed | 0.24754 | 0.2225 | 6.0 | Employed | True | 660.0 | 679.0 | 4833.333333 | 1.0000 | 0 | 0 |
| 131 | 36 | Completed | 0.20623 | 0.1915 | NaN | Part-time | False | 740.0 | 759.0 | 833.333333 | 1.0000 | 0 | 0 |
| 132 | 36 | Completed | 0.13012 | 0.1240 | NaN | Full-time | True | 680.0 | 699.0 | 4161.916667 | 1.0000 | 0 | 0 |
| 133 | 60 | Current | 0.15936 | 0.1364 | 8.0 | Employed | False | 740.0 | 759.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 134 | 36 | Current | 0.28544 | 0.2469 | 4.0 | Employed | False | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 135 | 36 | Current | 0.33215 | 0.2925 | 2.0 | Employed | False | 640.0 | 659.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 136 | 36 | Completed | 0.21679 | 0.1945 | NaN | Full-time | False | 660.0 | 679.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 137 | 36 | Current | 0.21648 | 0.1795 | 4.0 | Employed | False | 660.0 | 679.0 | 1416.666667 | 1.0000 | 0 | 0 |
| 138 | 36 | Defaulted | 0.33973 | 0.2999 | 3.0 | Employed | True | 620.0 | 639.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 139 | 36 | Past Due (1-15 days) | 0.33973 | 0.2999 | 3.0 | Other | False | 600.0 | 619.0 | 1835.416667 | 1.0000 | 0 | 0 |
| 140 | 36 | Completed | 0.12198 | 0.1009 | 9.0 | Full-time | False | 760.0 | 779.0 | 4833.333333 | 1.0000 | 1 | 0 |
| 141 | 60 | Current | 0.26877 | 0.2432 | 4.0 | Employed | False | 640.0 | 659.0 | 4423.333333 | 1.0000 | 0 | 0 |
| 142 | 36 | Chargedoff | 0.15882 | 0.1445 | NaN | Full-time | True | 700.0 | 719.0 | 4750.000000 | 1.0000 | 0 | 0 |
| 143 | 60 | Current | 0.19630 | 0.1725 | 4.0 | Employed | True | 680.0 | 699.0 | 6653.916667 | 1.0000 | 0 | 0 |
| 144 | 36 | Current | 0.28780 | 0.2492 | 7.0 | Employed | True | 680.0 | 699.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 145 | 36 | Current | 0.20053 | 0.1639 | 6.0 | Employed | True | 720.0 | 739.0 | 9416.666667 | 1.0000 | 0 | 0 |
| 146 | 36 | Completed | 0.09939 | 0.0925 | NaN | NaN | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 147 | 36 | Completed | 0.09191 | 0.0712 | 10.0 | Full-time | False | 820.0 | 839.0 | 4169.333333 | 1.0000 | 0 | 0 |
| 148 | 36 | Current | 0.09434 | 0.0809 | 8.0 | Employed | True | 700.0 | 719.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 149 | 36 | Current | 0.28943 | 0.2504 | 2.0 | Employed | True | 680.0 | 699.0 | 7166.666667 | 1.0000 | 0 | 0 |
| 150 | 36 | Completed | 0.08641 | 0.0830 | NaN | Full-time | True | 840.0 | 859.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 151 | 60 | Current | 0.28324 | 0.2573 | 6.0 | Employed | True | 720.0 | 739.0 | 6500.000000 | 1.0000 | 0 | 0 |
| 152 | 36 | Current | 0.24614 | 0.2085 | 3.0 | Employed | True | 700.0 | 719.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 153 | 60 | Current | 0.26333 | 0.2379 | 4.0 | Employed | True | 660.0 | 679.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 154 | 60 | Current | 0.21115 | 0.1870 | 3.0 | Employed | True | 700.0 | 719.0 | 6500.000000 | 1.0000 | 0 | 0 |
| 155 | 60 | Completed | 0.20705 | 0.1830 | 7.0 | Employed | False | 680.0 | 699.0 | 6333.333333 | 1.0000 | 0 | 0 |
| 156 | 36 | Completed | 0.18454 | 0.1700 | NaN | Full-time | True | 680.0 | 699.0 | 8500.000000 | 1.0000 | 0 | 0 |
| 157 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Employed | True | 680.0 | 699.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 158 | 36 | Current | 0.09469 | 0.0809 | 11.0 | Employed | False | 700.0 | 719.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 159 | 36 | Completed | 0.23808 | 0.2155 | 8.0 | Full-time | False | 700.0 | 719.0 | 3493.750000 | 1.0000 | 0 | 0 |
| 160 | 60 | Current | 0.16662 | 0.1435 | 6.0 | Employed | True | 680.0 | 699.0 | 8458.333333 | 1.0000 | 0 | 0 |
| 161 | 36 | Current | 0.17151 | 0.1355 | 4.0 | Other | True | 680.0 | 699.0 | 2429.166667 | 1.0000 | 0 | 0 |
| 162 | 36 | Completed | 0.08483 | 0.0780 | NaN | NaN | False | 760.0 | 779.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 163 | 36 | Current | 0.09484 | 0.0814 | 8.0 | Other | True | 800.0 | 819.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 164 | 36 | Completed | 0.16436 | 0.1500 | NaN | Full-time | False | 520.0 | 539.0 | 4958.333333 | 1.0000 | 1 | 1 |
| 165 | 36 | Completed | 0.09643 | 0.0930 | 8.0 | Full-time | True | 840.0 | 859.0 | 5250.000000 | 1.0000 | 0 | 0 |
| 166 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Employed | True | 640.0 | 659.0 | 4800.000000 | 1.0000 | 0 | 0 |
| 167 | 60 | Current | 0.20347 | 0.1795 | 4.0 | Employed | True | 720.0 | 739.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 168 | 36 | Current | 0.21290 | 0.1760 | 7.0 | Employed | False | 660.0 | 679.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 169 | 36 | Current | 0.13734 | 0.1089 | 6.0 | Employed | True | 700.0 | 719.0 | 7220.583333 | 1.0000 | 0 | 0 |
| 170 | 36 | Completed | 0.28851 | 0.2499 | 5.0 | Not employed | True | 760.0 | 779.0 | 0.000000 | 1.0000 | 0 | 0 |
| 171 | 36 | Completed | 0.11296 | 0.0920 | 9.0 | Full-time | True | 760.0 | 779.0 | 5586.500000 | 1.0000 | 0 | 0 |
| 172 | 36 | Chargedoff | 0.24753 | 0.2400 | NaN | Not available | False | 580.0 | 599.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 173 | 36 | Completed | 0.10642 | 0.0995 | NaN | Full-time | True | 780.0 | 799.0 | 3616.083333 | 1.0000 | 0 | 0 |
| 174 | 36 | Current | 0.09988 | 0.0864 | 10.0 | Employed | False | 720.0 | 739.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 175 | 60 | Current | 0.21832 | 0.1940 | 4.0 | Employed | True | 660.0 | 679.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 176 | 36 | Current | 0.32446 | 0.2850 | 3.0 | Employed | False | 640.0 | 659.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 177 | 36 | Current | 0.18316 | 0.1469 | 6.0 | Employed | True | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 178 | 36 | Completed | 0.24856 | 0.2400 | NaN | Not available | False | 500.0 | 519.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 179 | 36 | Defaulted | 0.34731 | 0.3073 | 1.0 | Employed | True | 660.0 | 679.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 180 | 36 | Current | 0.23438 | 0.1970 | 3.0 | Employed | False | 680.0 | 699.0 | 2841.916667 | 1.0000 | 0 | 0 |
| 181 | 36 | Current | 0.33215 | 0.2925 | 3.0 | Employed | True | 640.0 | 659.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 182 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Employed | True | 680.0 | 699.0 | 5333.333333 | 1.0000 | 0 | 0 |
| 183 | 36 | Current | 0.13697 | 0.1089 | 8.0 | Employed | True | 680.0 | 699.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 184 | 36 | Defaulted | 0.26590 | 0.2500 | NaN | Not available | False | 480.0 | 499.0 | 200.000000 | 1.0000 | 0 | 0 |
| 185 | 36 | Defaulted | 0.27119 | 0.2365 | 6.0 | Self-employed | True | 860.0 | 879.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 186 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.000000 | 1.0000 | 0 | 0 |
| 187 | 36 | Current | 0.20462 | 0.1679 | 4.0 | Other | True | 700.0 | 719.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 188 | 36 | Completed | 0.19835 | 0.1800 | NaN | Retired | False | 640.0 | 659.0 | 1000.000000 | 1.0000 | 0 | 0 |
| 189 | 60 | Current | 0.18197 | 0.1585 | 8.0 | Employed | True | 680.0 | 699.0 | 9500.000000 | 1.0000 | 0 | 0 |
| 190 | 60 | Current | 0.19988 | 0.1760 | 6.0 | Employed | False | 700.0 | 719.0 | 7666.666667 | 1.0000 | 0 | 0 |
| 191 | 36 | Defaulted | 0.30781 | 0.3000 | NaN | Not available | False | 600.0 | 619.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 192 | 60 | Current | 0.29998 | 0.2736 | 4.0 | Employed | False | 640.0 | 659.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 193 | 36 | Defaulted | 0.23937 | 0.2300 | NaN | NaN | False | 540.0 | 559.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 194 | 36 | Completed | 0.29510 | 0.2599 | 5.0 | Employed | False | 720.0 | 739.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 195 | 60 | Current | 0.20081 | 0.1769 | 5.0 | Employed | True | 720.0 | 739.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 196 | 60 | Current | 0.15752 | 0.1346 | 9.0 | Employed | True | 840.0 | 859.0 | 33333.333333 | 1.0000 | 0 | 0 |
| 197 | 36 | Completed | 0.19108 | 0.1621 | 8.0 | Employed | False | 660.0 | 679.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 198 | 36 | Completed | 0.29265 | 0.2575 | 8.0 | Employed | False | 660.0 | 679.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 199 | 36 | Current | 0.11599 | 0.0879 | 10.0 | Employed | True | 740.0 | 759.0 | 9583.333333 | 1.0000 | 0 | 0 |
| 200 | 36 | Chargedoff | 0.35643 | 0.3199 | 2.0 | Employed | False | 740.0 | 759.0 | 5500.000000 | 1.0000 | 0 | 0 |
| 201 | 36 | Completed | 0.15713 | 0.1500 | NaN | Self-employed | False | 680.0 | 699.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 202 | 36 | Current | 0.22712 | 0.1899 | 5.0 | Employed | False | 700.0 | 719.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 203 | 36 | Current | 0.12274 | 0.0949 | 8.0 | Employed | False | 700.0 | 719.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 204 | 60 | Current | 0.27246 | 0.2468 | 7.0 | Employed | True | 780.0 | 799.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 205 | 36 | Current | 0.07922 | 0.0659 | 10.0 | Employed | True | 740.0 | 759.0 | 13750.000000 | 1.0000 | 0 | 0 |
| 206 | 36 | Defaulted | 0.27767 | 0.2700 | NaN | NaN | False | NaN | NaN | 9166.666667 | 1.0000 | 0 | 0 |
| 207 | 60 | Current | 0.18580 | 0.1620 | 7.0 | Employed | False | 680.0 | 699.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 208 | 60 | Current | 0.23318 | 0.2085 | 8.0 | Employed | True | 700.0 | 719.0 | 17500.000000 | 1.0000 | 0 | 0 |
| 209 | 36 | Current | 0.31790 | 0.2786 | 2.0 | Employed | True | 700.0 | 719.0 | 7916.666667 | 1.0000 | 0 | 0 |
| 210 | 36 | Completed | 0.16607 | 0.1589 | NaN | Full-time | True | 640.0 | 659.0 | 5438.333333 | 1.0000 | 1 | 0 |
| 211 | 60 | Current | 0.19681 | 0.1730 | 7.0 | Employed | False | 700.0 | 719.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 212 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | True | 660.0 | 679.0 | 3708.333333 | 1.0000 | 0 | 0 |
| 213 | 36 | Defaulted | 0.16184 | 0.1499 | NaN | Full-time | True | 780.0 | 799.0 | 3166.666667 | 1.0000 | 0 | 0 |
| 214 | 60 | Current | 0.24282 | 0.2179 | 5.0 | Employed | False | 700.0 | 719.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 215 | 36 | Defaulted | 0.18726 | 0.1800 | NaN | Not available | True | 660.0 | 679.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 216 | 36 | Current | 0.31790 | 0.2786 | 2.0 | Self-employed | True | 700.0 | 719.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 217 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 540.0 | 559.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 218 | 36 | Chargedoff | 0.19236 | 0.1559 | 4.0 | Self-employed | True | 720.0 | 739.0 | 4416.666667 | 1.0000 | 0 | 0 |
| 219 | 36 | Completed | 0.21933 | 0.1970 | 9.0 | Full-time | False | 640.0 | 659.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 220 | 36 | Defaulted | 0.30564 | 0.2900 | NaN | Full-time | False | 580.0 | 599.0 | 3744.333333 | 1.0000 | 0 | 0 |
| 221 | 60 | Current | 0.15629 | 0.1334 | 8.0 | Employed | False | 720.0 | 739.0 | 5391.583333 | 1.0000 | 0 | 0 |
| 222 | 36 | Defaulted | 0.12720 | 0.1202 | NaN | Full-time | True | 780.0 | 799.0 | 12083.333333 | 1.0000 | 0 | 0 |
| 223 | 36 | Completed | 0.13799 | 0.1099 | 6.0 | Employed | False | 720.0 | 739.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 224 | 36 | Current | 0.13799 | 0.1099 | 11.0 | Employed | True | 720.0 | 739.0 | 33333.333333 | 1.0000 | 0 | 0 |
| 225 | 36 | Current | 0.23121 | 0.1939 | 6.0 | Employed | True | 640.0 | 659.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 226 | 36 | Completed | 0.11749 | 0.1000 | NaN | Full-time | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 227 | 36 | Current | 0.20217 | 0.1655 | 6.0 | Employed | False | 660.0 | 679.0 | 11666.666667 | 1.0000 | 0 | 0 |
| 228 | 60 | Current | 0.21576 | 0.1915 | 5.0 | Employed | False | 660.0 | 679.0 | 3416.666667 | 1.0000 | 0 | 0 |
| 229 | 36 | Current | 0.22773 | 0.1905 | 4.0 | Other | False | 700.0 | 719.0 | 1250.000000 | 1.0000 | 0 | 0 |
| 230 | 60 | Completed | 0.14453 | 0.1219 | 7.0 | Employed | True | 700.0 | 719.0 | 3666.666667 | 1.0000 | 0 | 0 |
| 231 | 36 | Current | 0.09434 | 0.0809 | 8.0 | Employed | True | 720.0 | 739.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 232 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Employed | True | 640.0 | 659.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 233 | 36 | Current | 0.27285 | 0.2346 | 6.0 | Other | False | 600.0 | 619.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 234 | 60 | Current | 0.16499 | 0.1419 | 9.0 | Employed | True | 800.0 | 819.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 235 | 60 | Current | 0.20398 | 0.1800 | 7.0 | Employed | True | 720.0 | 739.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 236 | 36 | Current | 0.06726 | 0.0605 | 11.0 | Employed | True | 820.0 | 839.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 237 | 36 | Current | 0.19859 | 0.1620 | 3.0 | Other | False | 700.0 | 719.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 238 | 60 | Current | 0.23462 | 0.2099 | 5.0 | Employed | True | 700.0 | 719.0 | 4416.666667 | 1.0000 | 0 | 0 |
| 239 | 36 | Completed | 0.11766 | 0.0899 | 8.0 | Employed | True | 680.0 | 699.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 240 | 36 | Completed | 0.28851 | 0.2499 | 6.0 | Employed | True | 720.0 | 739.0 | 2291.666667 | 1.0000 | 0 | 0 |
| 241 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 560.0 | 579.0 | 2702.916667 | 1.0000 | 0 | 0 |
| 242 | 36 | Completed | 0.35858 | 0.3220 | 5.0 | Employed | True | 680.0 | 699.0 | 4504.166667 | 1.0000 | 0 | 0 |
| 243 | 36 | Current | 0.18633 | 0.1500 | 4.0 | Employed | False | 680.0 | 699.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 244 | 36 | Current | 0.33286 | 0.2932 | 2.0 | Employed | False | 600.0 | 619.0 | 5250.000000 | 1.0000 | 0 | 0 |
| 245 | 12 | Completed | 0.11893 | 0.0817 | 9.0 | Employed | False | 740.0 | 759.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 246 | 60 | Current | 0.25102 | 0.2259 | 4.0 | Employed | True | 720.0 | 739.0 | 9166.666667 | 1.0000 | 0 | 0 |
| 247 | 36 | Completed | 0.19582 | 0.1775 | NaN | NaN | False | 540.0 | 559.0 | 2666.666667 | 1.0000 | 0 | 0 |
| 248 | 36 | Completed | 0.22593 | 0.2010 | 10.0 | Full-time | False | 660.0 | 679.0 | 4333.333333 | 1.0000 | 1 | 0 |
| 249 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 480.0 | 499.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 250 | 36 | Completed | 0.08857 | 0.0800 | NaN | NaN | False | 720.0 | 739.0 | 6416.666667 | 1.0000 | 0 | 0 |
| 251 | 36 | Defaulted | 0.16647 | 0.1593 | NaN | Not available | True | 700.0 | 719.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 252 | 36 | Chargedoff | 0.29925 | 0.2900 | NaN | Not available | False | 520.0 | 539.0 | 2116.666667 | 1.0000 | 0 | 0 |
| 253 | 36 | Completed | 0.31053 | 0.2750 | 8.0 | Employed | False | 660.0 | 679.0 | 2583.333333 | 1.0000 | 0 | 0 |
| 254 | 36 | Current | 0.31032 | 0.2712 | 2.0 | Employed | False | 660.0 | 679.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 255 | 36 | Completed | 0.26079 | 0.2379 | 7.0 | Full-time | False | 660.0 | 679.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 256 | 36 | Current | 0.21434 | 0.1774 | 4.0 | Employed | False | 720.0 | 739.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 257 | 36 | Current | 0.14243 | 0.1139 | 10.0 | Employed | False | 680.0 | 699.0 | 11416.666667 | 1.0000 | 0 | 0 |
| 258 | 36 | Completed | 0.16461 | 0.1430 | NaN | Full-time | False | 620.0 | 639.0 | 1500.000000 | 1.0000 | 0 | 0 |
| 259 | 36 | Completed | 0.15651 | 0.1350 | NaN | Full-time | False | 640.0 | 659.0 | 1583.333333 | 1.0000 | 0 | 0 |
| 260 | 36 | Chargedoff | 0.35132 | 0.3149 | 4.0 | Employed | False | 720.0 | 739.0 | 2666.666667 | 1.0000 | 0 | 0 |
| 261 | 36 | Completed | 0.10336 | 0.0895 | NaN | Full-time | True | 740.0 | 759.0 | 4833.333333 | 1.0000 | 0 | 0 |
| 262 | 36 | Chargedoff | 0.33553 | 0.2958 | 6.0 | Employed | True | 640.0 | 659.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 263 | 36 | Current | 0.13138 | 0.1034 | 7.0 | Employed | False | 740.0 | 759.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 264 | 36 | Completed | 0.19110 | 0.1820 | NaN | Full-time | False | 640.0 | 659.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 265 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Employed | False | 680.0 | 699.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 266 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Employed | True | 680.0 | 699.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 267 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Employed | True | 680.0 | 699.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 268 | 36 | Current | 0.27285 | 0.2346 | 6.0 | Employed | False | 700.0 | 719.0 | 916.666667 | 1.0000 | 0 | 0 |
| 269 | 36 | Completed | 0.37402 | 0.3495 | 5.0 | Full-time | False | 620.0 | 639.0 | 3958.333333 | 1.0000 | 1 | 0 |
| 270 | 60 | Current | 0.28324 | 0.2573 | 6.0 | Employed | False | 720.0 | 739.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 271 | 36 | Completed | 0.24753 | 0.2400 | NaN | Full-time | True | 640.0 | 659.0 | 6166.666667 | 1.0000 | 0 | 0 |
| 272 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Employed | False | 680.0 | 699.0 | 1000.000000 | 1.0000 | 0 | 0 |
| 273 | 36 | Completed | 0.30271 | 0.2900 | NaN | Full-time | False | 540.0 | 559.0 | 3333.333333 | 1.0000 | 1 | 0 |
| 274 | 36 | Current | 0.16324 | 0.1274 | 4.0 | Employed | False | 700.0 | 719.0 | 7000.000000 | 1.0000 | 0 | 0 |
| 275 | 36 | Completed | 0.20896 | 0.1905 | NaN | Not available | False | 560.0 | 579.0 | 2333.333333 | 1.0000 | 0 | 0 |
| 276 | 60 | Current | 0.27462 | 0.2489 | 6.0 | Employed | True | 760.0 | 779.0 | 7333.333333 | 1.0000 | 0 | 0 |
| 277 | 60 | Current | 0.15868 | 0.1355 | 11.0 | Full-time | False | 680.0 | 699.0 | 6833.333333 | 1.0000 | 0 | 0 |
| 278 | 60 | Current | 0.15449 | 0.1314 | 9.0 | Employed | False | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 279 | 60 | Current | 0.15936 | 0.1364 | 9.0 | Employed | False | 740.0 | 759.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 280 | 36 | Completed | 0.35797 | 0.3177 | 1.0 | Employed | True | 660.0 | 679.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 281 | 36 | Current | 0.29394 | 0.2552 | 5.0 | Employed | True | 720.0 | 739.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 282 | 36 | Current | 0.18725 | 0.1509 | 4.0 | Other | True | 760.0 | 779.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 283 | 36 | Completed | 0.16056 | 0.1390 | 9.0 | Employed | False | 720.0 | 739.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 284 | 36 | Chargedoff | 0.22456 | 0.1874 | 4.0 | Employed | False | 680.0 | 699.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 285 | 36 | Current | 0.21945 | 0.1824 | 4.0 | Employed | True | 680.0 | 699.0 | 4208.333333 | 1.0000 | 0 | 0 |
| 286 | 36 | Current | 0.30532 | 0.2699 | 7.0 | Employed | False | 740.0 | 759.0 | 2375.000000 | 1.0000 | 0 | 0 |
| 287 | 36 | Completed | 0.29510 | 0.2599 | 6.0 | Employed | False | 700.0 | 719.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 288 | 60 | Current | 0.28848 | 0.2624 | 3.0 | Employed | True | 660.0 | 679.0 | 9250.000000 | 1.0000 | 0 | 0 |
| 289 | 36 | Current | 0.30532 | 0.2699 | 6.0 | Employed | False | 680.0 | 699.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 290 | 36 | Current | 0.16732 | 0.1314 | 7.0 | Employed | True | 680.0 | 699.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 291 | 60 | Current | 0.15868 | 0.1355 | 6.0 | Self-employed | True | 720.0 | 739.0 | 25000.000000 | 1.0000 | 0 | 0 |
| 292 | 36 | Completed | 0.32333 | 0.2839 | 8.0 | Employed | False | 640.0 | 659.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 293 | 36 | Completed | 0.24753 | 0.2400 | NaN | Full-time | True | 660.0 | 679.0 | 1916.666667 | 1.0000 | 0 | 0 |
| 294 | 60 | Current | 0.14249 | 0.1199 | 10.0 | Employed | True | 740.0 | 759.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 295 | 36 | Current | 0.23540 | 0.1980 | 3.0 | Employed | False | 700.0 | 719.0 | 2935.833333 | 1.0000 | 0 | 0 |
| 296 | 36 | Current | 0.17359 | 0.1449 | 8.0 | Employed | False | 700.0 | 719.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 297 | 36 | Chargedoff | 0.26681 | 0.2287 | 5.0 | Full-time | False | 640.0 | 659.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 298 | 36 | Completed | 0.19128 | 0.1840 | NaN | Not available | False | 640.0 | 659.0 | 2416.666667 | 1.0000 | 0 | 0 |
| 299 | 36 | Current | 0.25279 | 0.2150 | 3.0 | Employed | True | 680.0 | 699.0 | 5231.666667 | 1.0000 | 0 | 0 |
| 300 | 36 | Current | 0.25424 | 0.2199 | 4.0 | Employed | True | 700.0 | 719.0 | 7208.333333 | 1.0000 | 0 | 0 |
| 301 | 36 | Current | 0.32538 | 0.2859 | 2.0 | Self-employed | False | 660.0 | 679.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 302 | 36 | Chargedoff | 0.28574 | 0.2625 | 7.0 | Full-time | False | 640.0 | 659.0 | 4183.333333 | 1.0000 | 0 | 0 |
| 303 | 36 | Chargedoff | 0.30532 | 0.2699 | 6.0 | Self-employed | False | 660.0 | 679.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 304 | 36 | Current | 0.26681 | 0.2287 | 7.0 | Employed | False | 600.0 | 619.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 305 | 36 | Completed | 0.38486 | 0.3435 | 5.0 | Employed | True | 660.0 | 679.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 306 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Employed | True | 720.0 | 739.0 | 1700.000000 | 1.0000 | 0 | 0 |
| 307 | 36 | Current | 0.15223 | 0.1239 | 4.0 | Self-employed | True | 740.0 | 759.0 | 40000.000000 | 1.0000 | 0 | 0 |
| 308 | 36 | Chargedoff | 0.20735 | 0.2000 | NaN | Full-time | False | 620.0 | 639.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 309 | 36 | Completed | 0.16056 | 0.1390 | 9.0 | Employed | True | 800.0 | 819.0 | 5250.000000 | 1.0000 | 0 | 0 |
| 310 | 36 | Completed | 0.12724 | 0.1175 | NaN | NaN | False | 600.0 | 619.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 311 | 60 | Current | 0.21345 | 0.1890 | 6.0 | Employed | False | 660.0 | 679.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 312 | 36 | Current | 0.23438 | 0.1970 | 4.0 | Employed | False | 660.0 | 679.0 | 2426.666667 | 1.0000 | 0 | 0 |
| 313 | 36 | Current | 0.19144 | 0.1550 | 3.0 | Self-employed | True | 700.0 | 719.0 | 13333.333333 | 1.0000 | 0 | 0 |
| 314 | 36 | Completed | 0.13202 | 0.1250 | NaN | Full-time | True | 720.0 | 739.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 315 | 36 | Current | 0.12081 | 0.0930 | 7.0 | Self-employed | False | 700.0 | 719.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 316 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Employed | True | 700.0 | 719.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 317 | 60 | Current | 0.17522 | 0.1519 | 7.0 | Employed | False | 700.0 | 719.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 318 | 36 | Current | 0.09434 | 0.0809 | 8.0 | Employed | False | 720.0 | 739.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 319 | 36 | Completed | 0.31053 | 0.2750 | 8.0 | Employed | True | 660.0 | 679.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 320 | 36 | Defaulted | 0.14942 | 0.1280 | NaN | Full-time | True | 640.0 | 659.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 321 | 36 | Current | 0.13189 | 0.1039 | 10.0 | Employed | False | 700.0 | 719.0 | 7333.333333 | 1.0000 | 0 | 0 |
| 322 | 36 | Current | 0.12427 | 0.0964 | 9.0 | Employed | False | 640.0 | 659.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 323 | 36 | Current | 0.25013 | 0.2124 | 4.0 | Employed | True | 660.0 | 679.0 | 10083.333333 | 1.0000 | 0 | 0 |
| 324 | 36 | Chargedoff | 0.13411 | 0.1200 | NaN | Full-time | False | 680.0 | 699.0 | 1655.833333 | 1.0000 | 0 | 0 |
| 325 | 36 | Completed | 0.13453 | 0.1275 | NaN | NaN | True | 680.0 | 699.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 326 | 36 | Completed | 0.30465 | 0.2900 | NaN | Full-time | False | 580.0 | 599.0 | 1200.000000 | 1.0000 | 1 | 0 |
| 327 | 60 | Current | 0.16993 | 0.1465 | 9.0 | Employed | False | 660.0 | 679.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 328 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Employed | True | 700.0 | 719.0 | 5475.000000 | 1.0000 | 0 | 0 |
| 329 | 60 | Current | 0.19221 | 0.1685 | 3.0 | Employed | False | 700.0 | 719.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 330 | 36 | Chargedoff | 0.15377 | 0.1395 | NaN | Self-employed | True | 680.0 | 699.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 331 | 36 | Current | 0.33973 | 0.2999 | 1.0 | Self-employed | False | 620.0 | 639.0 | 1500.000000 | 1.0000 | 0 | 0 |
| 332 | 36 | Cancelled | 0.25650 | 0.2375 | NaN | NaN | True | 520.0 | 539.0 | 0.000000 | 1.0000 | 0 | 0 |
| 333 | 36 | Current | 0.21290 | 0.1760 | 7.0 | Employed | True | 660.0 | 679.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 334 | 36 | Current | 0.21025 | 0.1734 | 2.0 | Employed | True | 700.0 | 719.0 | 27500.000000 | 1.0000 | 0 | 0 |
| 335 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Not employed | False | 760.0 | 779.0 | 0.000000 | 1.0000 | 0 | 0 |
| 336 | 36 | Defaulted | 0.17904 | 0.1700 | NaN | Not available | False | 480.0 | 499.0 | 3283.333333 | 1.0000 | 0 | 0 |
| 337 | 36 | Current | 0.21025 | 0.1734 | 4.0 | Self-employed | True | 700.0 | 719.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 338 | 36 | Completed | 0.12700 | 0.1200 | NaN | Full-time | False | 680.0 | 699.0 | 5488.166667 | 1.0000 | 0 | 0 |
| 339 | 36 | Completed | 0.30168 | 0.2900 | NaN | Full-time | False | 580.0 | 599.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 340 | 36 | Current | 0.09837 | 0.0849 | 10.0 | Employed | False | 720.0 | 739.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 341 | 36 | Chargedoff | 0.37352 | 0.3490 | NaN | Full-time | True | 520.0 | 539.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 342 | 36 | Chargedoff | 0.29510 | 0.2599 | 6.0 | Employed | True | 720.0 | 739.0 | 2414.500000 | 1.0000 | 0 | 0 |
| 343 | 60 | Current | 0.20081 | 0.1769 | 6.0 | Employed | True | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 344 | 36 | Chargedoff | 0.09844 | 0.0950 | 9.0 | Full-time | True | 800.0 | 819.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 345 | 36 | Completed | 0.08991 | 0.0868 | NaN | Full-time | True | 780.0 | 799.0 | 5200.000000 | 1.0000 | 0 | 0 |
| 346 | 36 | Completed | 0.12150 | 0.1075 | NaN | Full-time | True | 700.0 | 719.0 | 4217.666667 | 1.0000 | 0 | 0 |
| 347 | 36 | Current | 0.14714 | 0.1189 | 7.0 | Employed | True | 680.0 | 699.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 348 | 36 | Completed | 0.13353 | 0.1265 | NaN | Full-time | False | 640.0 | 659.0 | 2990.000000 | 1.0000 | 0 | 0 |
| 349 | 36 | Current | 0.17090 | 0.1349 | 5.0 | Other | False | 760.0 | 779.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 350 | 36 | Current | 0.28851 | 0.2499 | 6.0 | Employed | False | 680.0 | 699.0 | 3550.000000 | 1.0000 | 0 | 0 |
| 351 | 36 | Current | 0.16678 | 0.1305 | 4.0 | Self-employed | True | 700.0 | 719.0 | 8500.000000 | 1.0000 | 0 | 0 |
| 352 | 60 | Current | 0.26990 | 0.2443 | 4.0 | Employed | True | 660.0 | 679.0 | 8500.000000 | 1.0000 | 0 | 0 |
| 353 | 12 | Completed | 0.28918 | 0.1900 | 7.0 | Employed | True | 700.0 | 719.0 | 15000.000000 | 1.0000 | 0 | 0 |
| 354 | 36 | Completed | 0.37699 | 0.3400 | 2.0 | Self-employed | False | 640.0 | 659.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 355 | 36 | Current | 0.19921 | 0.1626 | 8.0 | Employed | True | 740.0 | 759.0 | 4916.666667 | 1.0000 | 0 | 0 |
| 356 | 36 | Completed | 0.21674 | 0.2075 | NaN | NaN | False | 580.0 | 599.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 357 | 60 | Current | 0.21935 | 0.1950 | 6.0 | Employed | False | 700.0 | 719.0 | 5750.000000 | 1.0000 | 0 | 0 |
| 358 | 36 | Current | 0.24246 | 0.2049 | 7.0 | Employed | False | 660.0 | 679.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 359 | 36 | Current | 0.26528 | 0.2272 | 3.0 | Employed | False | 700.0 | 719.0 | 2583.333333 | 1.0000 | 0 | 0 |
| 360 | 12 | Completed | 0.34105 | 0.2499 | 6.0 | Employed | True | 680.0 | 699.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 361 | 36 | Completed | 0.32576 | 0.2899 | 3.0 | Full-time | False | 660.0 | 679.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 362 | 36 | Completed | 0.14974 | 0.1355 | NaN | Full-time | True | 700.0 | 719.0 | 2363.333333 | 1.0000 | 0 | 0 |
| 363 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Employed | False | 700.0 | 719.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 364 | 36 | Current | 0.34887 | 0.3125 | 1.0 | Full-time | False | 600.0 | 619.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 365 | 36 | Current | 0.09534 | 0.0819 | 10.0 | Employed | True | 760.0 | 779.0 | 6491.666667 | 1.0000 | 0 | 0 |
| 366 | 36 | Chargedoff | 0.25506 | 0.2475 | NaN | Not available | True | 580.0 | 599.0 | 6917.000000 | 1.0000 | 0 | 0 |
| 367 | 36 | Completed | 0.30704 | 0.2835 | NaN | Full-time | False | 560.0 | 579.0 | 1583.333333 | 1.0000 | 0 | 0 |
| 368 | 36 | Completed | 0.20735 | 0.2000 | NaN | Full-time | False | 660.0 | 679.0 | 1083.333333 | 1.0000 | 0 | 0 |
| 369 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | False | 560.0 | 579.0 | 1900.000000 | 1.0000 | 0 | 0 |
| 370 | 36 | Defaulted | 0.25802 | 0.2390 | NaN | Not available | False | 460.0 | 479.0 | 3541.666667 | 1.0000 | 0 | 0 |
| 371 | 36 | Completed | 0.16005 | 0.1385 | 8.0 | Full-time | True | 720.0 | 739.0 | 6166.666667 | 1.0000 | 0 | 0 |
| 372 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | True | 600.0 | 619.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 373 | 36 | Current | 0.28032 | 0.2419 | 2.0 | Employed | False | 660.0 | 679.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 374 | 36 | Current | 0.17611 | 0.1400 | 5.0 | Employed | False | 700.0 | 719.0 | 11666.666667 | 1.0000 | 0 | 0 |
| 375 | 36 | Chargedoff | 0.17722 | 0.1700 | NaN | Not available | True | 620.0 | 639.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 376 | 36 | Current | 0.13836 | 0.1099 | 7.0 | Employed | False | 660.0 | 679.0 | 3439.666667 | 1.0000 | 0 | 0 |
| 377 | 60 | Current | 0.14965 | 0.1269 | 7.0 | Employed | True | 800.0 | 819.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 378 | 60 | Current | 0.23462 | 0.2099 | 3.0 | Employed | False | 680.0 | 699.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 379 | 36 | Defaulted | 0.29520 | 0.2600 | 6.0 | Full-time | False | 620.0 | 639.0 | 3163.333333 | 1.0000 | 0 | 0 |
| 380 | 36 | Completed | 0.13411 | 0.1200 | NaN | Full-time | True | 740.0 | 759.0 | 6833.333333 | 1.0000 | 0 | 0 |
| 381 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Employed | False | 640.0 | 659.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 382 | 36 | Current | 0.20626 | 0.1695 | 8.0 | Employed | True | 700.0 | 719.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 383 | 36 | Completed | 0.10913 | 0.1022 | NaN | Full-time | True | 700.0 | 719.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 384 | 36 | Chargedoff | 0.14197 | 0.1349 | NaN | Full-time | True | 700.0 | 719.0 | 3541.666667 | 1.0000 | 0 | 0 |
| 385 | 12 | Completed | 0.31368 | 0.2343 | 8.0 | Employed | False | 640.0 | 659.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 386 | 36 | Completed | 0.16717 | 0.1600 | NaN | Not available | True | 640.0 | 659.0 | 11083.333333 | 1.0000 | 0 | 0 |
| 387 | 36 | Completed | 0.09337 | 0.0865 | NaN | NaN | False | NaN | NaN | 3000.000000 | 1.0000 | 0 | 0 |
| 388 | 60 | Current | 0.23718 | 0.2124 | 8.0 | Employed | False | 680.0 | 699.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 389 | 60 | Current | 0.24856 | 0.2235 | 3.0 | Employed | False | 660.0 | 679.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 390 | 36 | Completed | 0.30532 | 0.2699 | 5.0 | Self-employed | True | 740.0 | 759.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 391 | 36 | Defaulted | 0.22742 | 0.1902 | 5.0 | Employed | True | 660.0 | 679.0 | 3631.166667 | 1.0000 | 0 | 0 |
| 392 | 60 | Current | 0.14453 | 0.1219 | 7.0 | Employed | False | 700.0 | 719.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 393 | 36 | Completed | 0.11296 | 0.0920 | 9.0 | Full-time | True | 720.0 | 739.0 | 16666.666667 | 1.0000 | 0 | 0 |
| 394 | 60 | Current | 0.21576 | 0.1915 | 6.0 | Employed | False | 720.0 | 739.0 | 4200.000000 | 1.0000 | 0 | 0 |
| 395 | 36 | Completed | 0.15512 | 0.1480 | NaN | Self-employed | True | 760.0 | 779.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 396 | 60 | Completed | 0.23718 | 0.2124 | 8.0 | Employed | True | 740.0 | 759.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 397 | 60 | Chargedoff | 0.32393 | 0.2969 | 3.0 | Full-time | False | 620.0 | 639.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 398 | 36 | Current | 0.15833 | 0.1299 | 6.0 | Employed | True | 760.0 | 779.0 | 8220.916667 | 1.0000 | 0 | 0 |
| 399 | 36 | Defaulted | 0.25517 | 0.2400 | NaN | Full-time | False | 560.0 | 579.0 | 3988.000000 | 1.0000 | 0 | 0 |
| 400 | 36 | Completed | 0.21480 | 0.2000 | NaN | Full-time | False | 680.0 | 699.0 | 8500.000000 | 1.0000 | 0 | 0 |
| 401 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | False | 580.0 | 599.0 | 5533.333333 | 1.0000 | 0 | 0 |
| 402 | 60 | Current | 0.17849 | 0.1551 | 9.0 | Employed | True | 800.0 | 819.0 | 4833.333333 | 1.0000 | 0 | 0 |
| 403 | 36 | Chargedoff | 0.28545 | 0.2700 | NaN | Full-time | False | 560.0 | 579.0 | 6500.000000 | 1.0000 | 0 | 0 |
| 404 | 36 | Defaulted | 0.11696 | 0.1100 | NaN | Not available | False | 480.0 | 499.0 | 1166.666667 | 1.0000 | 0 | 0 |
| 405 | 36 | Completed | 0.09678 | 0.0899 | NaN | Full-time | True | 760.0 | 779.0 | 3219.833333 | 1.0000 | 0 | 0 |
| 406 | 36 | Chargedoff | 0.34915 | 0.3250 | 7.0 | Full-time | True | 720.0 | 739.0 | 8083.333333 | 1.0000 | 0 | 0 |
| 407 | 60 | Completed | 0.35838 | 0.3304 | 3.0 | Employed | True | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 408 | 12 | Completed | 0.17969 | 0.1224 | 8.0 | Employed | False | 720.0 | 739.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 409 | 60 | Current | 0.18222 | 0.1585 | 6.0 | Employed | True | 720.0 | 739.0 | 6833.333333 | 1.0000 | 0 | 0 |
| 410 | 36 | Completed | 0.26762 | 0.2600 | NaN | Full-time | False | 620.0 | 639.0 | 1333.333333 | 1.0000 | 2 | 0 |
| 411 | 36 | Completed | 0.10645 | 0.1030 | 8.0 | Full-time | True | 820.0 | 839.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 412 | 36 | Completed | 0.13202 | 0.1250 | NaN | Full-time | False | 720.0 | 739.0 | 8333.333333 | 1.0000 | 1 | 1 |
| 413 | 36 | Current | 0.09030 | 0.0769 | 8.0 | Other | True | 780.0 | 799.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 414 | 36 | Completed | 0.13220 | 0.1110 | 8.0 | Full-time | True | 760.0 | 779.0 | 6083.333333 | 1.0000 | 0 | 0 |
| 415 | 36 | Completed | 0.38058 | 0.3435 | 5.0 | Employed | False | 660.0 | 679.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 416 | 36 | Current | 0.34752 | 0.3075 | 2.0 | Employed | False | 680.0 | 699.0 | 4437.916667 | 1.0000 | 0 | 0 |
| 417 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Employed | False | 680.0 | 699.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 418 | 36 | Current | 0.22712 | 0.1899 | 6.0 | Employed | False | 680.0 | 699.0 | 7333.333333 | 1.0000 | 0 | 0 |
| 419 | 36 | Defaulted | 0.35356 | 0.3134 | 3.0 | Other | False | 620.0 | 639.0 | 1061.000000 | 1.0000 | 0 | 0 |
| 420 | 36 | Completed | 0.25013 | 0.2124 | 8.0 | Employed | True | 760.0 | 779.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 421 | 36 | Completed | 0.24264 | 0.2200 | NaN | Full-time | False | 560.0 | 579.0 | 5865.000000 | 1.0000 | 0 | 0 |
| 422 | 36 | Completed | 0.13271 | 0.1115 | 9.0 | Employed | True | 740.0 | 759.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 423 | 36 | Chargedoff | 0.15934 | 0.1522 | NaN | Full-time | True | 840.0 | 859.0 | 10958.333333 | 1.0000 | 0 | 0 |
| 424 | 36 | Chargedoff | 0.28851 | 0.2499 | 5.0 | Employed | False | 740.0 | 759.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 425 | 36 | Completed | 0.36438 | 0.3400 | 9.0 | Full-time | False | 640.0 | 659.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 426 | 36 | Current | 0.22712 | 0.1899 | 4.0 | Employed | True | 700.0 | 719.0 | 7916.666667 | 1.0000 | 0 | 0 |
| 427 | 36 | Completed | 0.12382 | 0.1098 | NaN | Part-time | False | 740.0 | 759.0 | 666.666667 | 1.0000 | 0 | 0 |
| 428 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Employed | True | 700.0 | 719.0 | 11429.583333 | 1.0000 | 0 | 0 |
| 429 | 36 | Completed | 0.23748 | 0.2300 | NaN | Self-employed | True | 840.0 | 859.0 | 9166.666667 | 1.0000 | 0 | 0 |
| 430 | 36 | Current | 0.14816 | 0.1199 | 7.0 | Employed | False | 700.0 | 719.0 | 2375.000000 | 1.0000 | 0 | 0 |
| 431 | 36 | Current | 0.18837 | 0.1520 | 8.0 | Employed | False | 720.0 | 739.0 | 5666.666667 | 1.0000 | 0 | 0 |
| 432 | 36 | Completed | 0.08001 | 0.0629 | NaN | Self-employed | False | 760.0 | 779.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 433 | 60 | Current | 0.16969 | 0.1465 | 7.0 | Employed | True | 700.0 | 719.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 434 | 60 | Current | 0.10878 | 0.0869 | 10.0 | Employed | True | 780.0 | 799.0 | 14166.666667 | 1.0000 | 0 | 0 |
| 435 | 60 | Current | 0.19422 | 0.1799 | 7.0 | Employed | True | 760.0 | 779.0 | 4000.000000 | 0.7926 | 0 | 0 |
| 436 | 36 | Chargedoff | 0.30951 | 0.2740 | 6.0 | Full-time | True | 720.0 | 739.0 | 3033.333333 | 1.0000 | 1 | 0 |
| 437 | 36 | Current | 0.11766 | 0.0899 | 8.0 | Employed | False | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 438 | 36 | Chargedoff | 0.34577 | 0.3058 | 6.0 | Employed | False | 640.0 | 659.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 439 | 60 | Current | 0.17522 | 0.1519 | 5.0 | Employed | True | 700.0 | 719.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 440 | 36 | Completed | 0.15713 | 0.1500 | NaN | Self-employed | False | 680.0 | 699.0 | 9000.000000 | 1.0000 | 0 | 0 |
| 441 | 36 | Chargedoff | 0.35643 | 0.3199 | 4.0 | Employed | True | 740.0 | 759.0 | 2666.666667 | 1.0000 | 0 | 0 |
| 442 | 36 | Current | 0.20524 | 0.1685 | 3.0 | Employed | True | 680.0 | 699.0 | 12916.666667 | 1.0000 | 0 | 0 |
| 443 | 36 | Completed | 0.10190 | 0.0950 | NaN | Full-time | False | 740.0 | 759.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 444 | 36 | Current | 0.22773 | 0.1905 | 4.0 | Employed | True | 660.0 | 679.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 445 | 36 | Current | 0.13189 | 0.1039 | 7.0 | Employed | True | 700.0 | 719.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 446 | 36 | Current | 0.13189 | 0.1039 | 9.0 | Employed | True | 700.0 | 719.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 447 | 36 | Current | 0.29510 | 0.2599 | 5.0 | Full-time | False | 720.0 | 739.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 448 | 36 | Completed | 0.19610 | 0.1888 | NaN | NaN | False | 580.0 | 599.0 | 2708.333333 | 1.0000 | 0 | 0 |
| 449 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | True | 680.0 | 699.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 450 | 36 | Current | 0.27776 | 0.2394 | 4.0 | Employed | True | 640.0 | 659.0 | 4750.000000 | 1.0000 | 0 | 0 |
| 451 | 36 | Completed | 0.18986 | 0.1609 | 5.0 | Employed | False | 720.0 | 739.0 | 2884.583333 | 1.0000 | 0 | 0 |
| 452 | 36 | Chargedoff | 0.13202 | 0.1250 | NaN | Full-time | True | 720.0 | 739.0 | 7691.000000 | 1.0000 | 0 | 0 |
| 453 | 36 | Current | 0.14816 | 0.1199 | 5.0 | Employed | True | 720.0 | 739.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 454 | 36 | Current | 0.29510 | 0.2599 | 6.0 | Employed | True | 700.0 | 719.0 | 6750.000000 | 1.0000 | 0 | 0 |
| 455 | 36 | Current | 0.17151 | 0.1355 | 9.0 | Employed | False | 660.0 | 679.0 | 2203.666667 | 1.0000 | 0 | 0 |
| 456 | 36 | Completed | 0.13694 | 0.1299 | NaN | Full-time | False | 740.0 | 759.0 | 4416.666667 | 1.0000 | 0 | 0 |
| 457 | 36 | Current | 0.29107 | 0.2524 | 7.0 | Employed | True | 660.0 | 679.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 458 | 60 | Completed | 0.22908 | 0.2045 | 4.0 | Employed | True | 680.0 | 699.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 459 | 36 | Completed | 0.20200 | 0.1799 | 8.0 | Employed | False | 720.0 | 739.0 | 3133.333333 | 1.0000 | 0 | 0 |
| 460 | 60 | Completed | 0.25718 | 0.2319 | 3.0 | Employed | True | 640.0 | 659.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 461 | 60 | Current | 0.18965 | 0.1660 | 6.0 | Employed | False | 720.0 | 739.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 462 | 60 | Current | 0.18136 | 0.1579 | 5.0 | Employed | True | 720.0 | 739.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 463 | 60 | Current | 0.14965 | 0.1269 | 9.0 | Employed | True | 700.0 | 719.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 464 | 36 | Chargedoff | 0.23014 | 0.2177 | NaN | Full-time | False | 600.0 | 619.0 | 1333.333333 | 1.0000 | 0 | 0 |
| 465 | 36 | Current | 0.18275 | 0.1465 | 4.0 | Employed | True | 740.0 | 759.0 | 2900.000000 | 1.0000 | 0 | 0 |
| 466 | 36 | Completed | 0.17359 | 0.1449 | 6.0 | Full-time | True | 760.0 | 779.0 | 3083.333333 | 1.0000 | 0 | 0 |
| 467 | 36 | Current | 0.24205 | 0.2045 | 5.0 | Employed | False | 640.0 | 659.0 | 3600.000000 | 1.0000 | 0 | 0 |
| 468 | 36 | Completed | 0.12562 | 0.1045 | NaN | Full-time | False | 660.0 | 679.0 | 8416.666667 | 1.0000 | 0 | 0 |
| 469 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | True | 640.0 | 659.0 | 5269.333333 | 1.0000 | 0 | 0 |
| 470 | 60 | Chargedoff | 0.27554 | 0.2498 | 7.0 | Employed | False | 720.0 | 739.0 | 1916.666667 | 1.0000 | 0 | 0 |
| 471 | 60 | Current | 0.18426 | 0.1605 | 4.0 | Employed | False | 680.0 | 699.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 472 | 36 | Current | 0.21648 | 0.1795 | 4.0 | Other | False | 700.0 | 719.0 | 2354.000000 | 1.0000 | 0 | 0 |
| 473 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Self-employed | True | 660.0 | 679.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 474 | 36 | Current | 0.09333 | 0.0799 | 10.0 | Full-time | True | 740.0 | 759.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 475 | 36 | Current | 0.35285 | 0.3127 | 4.0 | Employed | True | 660.0 | 679.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 476 | 60 | Current | 0.14528 | 0.1224 | 11.0 | Employed | False | 720.0 | 739.0 | 13083.333333 | 1.0000 | 0 | 0 |
| 477 | 60 | Current | 0.33297 | 0.3057 | 3.0 | Full-time | False | 640.0 | 659.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 478 | 36 | Chargedoff | 0.19210 | 0.1775 | NaN | Full-time | False | 680.0 | 699.0 | 7666.666667 | 1.0000 | 0 | 0 |
| 479 | 36 | Current | 0.23530 | 0.1979 | 3.0 | Employed | True | 720.0 | 739.0 | 14625.000000 | 1.0000 | 0 | 0 |
| 480 | 36 | Completed | 0.37453 | 0.3500 | NaN | Part-time | False | 660.0 | 679.0 | 1625.000000 | 1.0000 | 0 | 0 |
| 481 | 36 | Current | 0.17969 | 0.1435 | 4.0 | Employed | True | 700.0 | 719.0 | 5458.333333 | 1.0000 | 0 | 0 |
| 482 | 36 | Chargedoff | 0.23250 | 0.2100 | NaN | Full-time | False | 600.0 | 619.0 | 2666.666667 | 1.0000 | 1 | 0 |
| 483 | 60 | Current | 0.21935 | 0.1950 | 4.0 | Employed | True | 680.0 | 699.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 484 | 60 | Current | 0.17522 | 0.1519 | 4.0 | Employed | True | 760.0 | 779.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 485 | 60 | Current | 0.21935 | 0.1950 | 4.0 | Employed | True | 720.0 | 739.0 | 6416.666667 | 1.0000 | 0 | 0 |
| 486 | 36 | Completed | 0.22872 | 0.1949 | 6.0 | Employed | True | 780.0 | 799.0 | 6500.000000 | 0.9722 | 0 | 0 |
| 487 | 36 | Completed | 0.08935 | 0.0825 | NaN | Full-time | False | 760.0 | 779.0 | 8000.000000 | 1.0000 | 0 | 0 |
| 488 | 36 | Chargedoff | 0.24376 | 0.2211 | NaN | Full-time | False | 560.0 | 579.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 489 | 36 | Chargedoff | 0.29740 | 0.2740 | 7.0 | Full-time | True | 660.0 | 679.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 490 | 36 | Defaulted | 0.17322 | 0.1515 | NaN | Full-time | False | 640.0 | 659.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 491 | 60 | Current | 0.17327 | 0.1500 | 11.0 | Employed | True | 680.0 | 699.0 | 8166.666667 | 1.0000 | 0 | 0 |
| 492 | 12 | Completed | 0.17493 | 0.1177 | 7.0 | Employed | True | 720.0 | 739.0 | 8500.000000 | 1.0000 | 0 | 0 |
| 493 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Other | False | 700.0 | 719.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 494 | 36 | Defaulted | 0.15713 | 0.1500 | NaN | Not available | False | 500.0 | 519.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 495 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Other | True | 700.0 | 719.0 | 3916.666667 | 1.0000 | 0 | 0 |
| 496 | 36 | Current | 0.30285 | 0.2639 | 3.0 | Employed | True | 640.0 | 659.0 | 17500.000000 | 1.0000 | 0 | 0 |
| 497 | 36 | Completed | 0.31053 | 0.2750 | 6.0 | Retired | True | 760.0 | 779.0 | 6200.000000 | 1.0000 | 0 | 0 |
| 498 | 36 | Completed | 0.18726 | 0.1800 | NaN | Not available | False | 620.0 | 639.0 | 2154.666667 | 1.0000 | 0 | 0 |
| 499 | 36 | Completed | 0.17671 | 0.1695 | NaN | Not available | True | 640.0 | 659.0 | 6833.333333 | 1.0000 | 0 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 113437 | 36 | Completed | 0.10421 | 0.0973 | NaN | Full-time | True | 720.0 | 739.0 | 5166.666667 | 1.0000 | 0 | 0 |
| 113438 | 36 | Completed | 0.08684 | 0.0800 | NaN | NaN | False | NaN | NaN | 5833.333333 | 1.0000 | 0 | 0 |
| 113439 | 60 | Current | 0.20593 | 0.1819 | 6.0 | Employed | False | 700.0 | 719.0 | 2950.833333 | 1.0000 | 0 | 0 |
| 113440 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | True | 660.0 | 679.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113441 | 36 | Current | 0.12400 | 0.1029 | 9.0 | Full-time | False | 720.0 | 739.0 | 1833.333333 | 1.0000 | 0 | 0 |
| 113442 | 36 | Current | 0.12511 | 0.1040 | 7.0 | Self-employed | False | 780.0 | 799.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113443 | 36 | Completed | 0.12528 | 0.0974 | 10.0 | Employed | True | 700.0 | 719.0 | 9583.333333 | 1.0000 | 0 | 0 |
| 113444 | 36 | Completed | 0.34621 | 0.3099 | 4.0 | Employed | False | 620.0 | 639.0 | 11000.000000 | 1.0000 | 0 | 0 |
| 113445 | 60 | Current | 0.33040 | 0.3032 | 2.0 | Employed | False | 700.0 | 719.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113446 | 36 | Current | 0.26047 | 0.2225 | 2.0 | Employed | False | 700.0 | 719.0 | 3125.000000 | 1.0000 | 0 | 0 |
| 113447 | 36 | Completed | 0.33512 | 0.2950 | 6.0 | Full-time | False | 640.0 | 659.0 | 2907.333333 | 1.0000 | 0 | 0 |
| 113448 | 36 | Completed | 0.12198 | 0.1150 | NaN | Self-employed | True | 820.0 | 839.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 113449 | 60 | Current | 0.18555 | 0.1620 | 4.0 | Employed | False | 740.0 | 759.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113450 | 36 | Completed | 0.11296 | 0.0920 | 9.0 | Full-time | True | 700.0 | 719.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113451 | 60 | Current | 0.29464 | 0.2684 | 6.0 | Employed | True | 680.0 | 699.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113452 | 36 | Completed | 0.09809 | 0.0912 | NaN | Not available | True | 780.0 | 799.0 | 5166.666667 | 1.0000 | 0 | 0 |
| 113453 | 36 | Completed | 0.08784 | 0.0810 | NaN | Not available | False | 740.0 | 759.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113454 | 36 | Defaulted | 0.11596 | 0.1090 | NaN | Not available | True | 740.0 | 759.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113455 | 36 | Completed | 0.29926 | 0.2600 | 8.0 | Self-employed | False | 640.0 | 659.0 | 2911.500000 | 1.0000 | 0 | 0 |
| 113456 | 60 | Past Due (16-30 days) | 0.15752 | 0.1346 | 9.0 | Employed | False | 740.0 | 759.0 | 3566.666667 | 1.0000 | 0 | 0 |
| 113457 | 36 | Current | 0.14816 | 0.1199 | 8.0 | Employed | False | 720.0 | 739.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113458 | 36 | Completed | 0.21020 | 0.1880 | NaN | Full-time | True | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113459 | 36 | Chargedoff | 0.25707 | 0.2495 | NaN | Not available | False | 500.0 | 519.0 | 8623.333333 | 1.0000 | 0 | 0 |
| 113460 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | True | 560.0 | 579.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113461 | 36 | Chargedoff | 0.29510 | 0.2599 | 7.0 | Employed | True | 760.0 | 779.0 | 20000.000000 | 1.0000 | 0 | 0 |
| 113462 | 36 | Completed | 0.24246 | 0.2049 | 7.0 | Employed | False | 720.0 | 739.0 | 3183.333333 | 1.0000 | 0 | 0 |
| 113463 | 36 | Completed | 0.16184 | 0.1475 | NaN | Full-time | False | 700.0 | 719.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113464 | 36 | Current | 0.14857 | 0.1203 | 9.0 | Employed | True | 720.0 | 739.0 | 16666.666667 | 1.0000 | 0 | 0 |
| 113465 | 36 | Completed | 0.29254 | 0.2574 | 6.0 | Employed | False | 620.0 | 639.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 113466 | 36 | Completed | 0.25259 | 0.2148 | 6.0 | Other | True | 740.0 | 759.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113467 | 36 | Completed | 0.16215 | 0.1550 | NaN | Not available | False | 640.0 | 659.0 | 2065.083333 | 1.0000 | 0 | 0 |
| 113468 | 60 | Current | 0.22601 | 0.2015 | 4.0 | Employed | False | 680.0 | 699.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113469 | 60 | Current | 0.20705 | 0.1830 | 7.0 | Employed | False | 680.0 | 699.0 | 2333.333333 | 1.0000 | 0 | 0 |
| 113470 | 36 | Completed | 0.09579 | 0.0820 | NaN | Full-time | True | 720.0 | 739.0 | 13000.000000 | 1.0000 | 0 | 0 |
| 113471 | 36 | Current | 0.20200 | 0.1799 | 8.0 | Employed | False | 680.0 | 699.0 | 25000.000000 | 0.7535 | 0 | 0 |
| 113472 | 60 | Current | 0.18965 | 0.1660 | 8.0 | Employed | False | 720.0 | 739.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113473 | 36 | Current | 0.19144 | 0.1550 | 8.0 | Employed | True | 700.0 | 719.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113474 | 36 | Completed | 0.09567 | 0.0784 | NaN | Full-time | True | 780.0 | 799.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 113475 | 36 | Current | 0.24246 | 0.2049 | 4.0 | Employed | True | 660.0 | 679.0 | 20833.333333 | 1.0000 | 0 | 0 |
| 113476 | 60 | Current | 0.18938 | 0.1655 | 6.0 | Employed | False | 660.0 | 679.0 | 3083.333333 | 1.0000 | 0 | 0 |
| 113477 | 36 | Chargedoff | 0.29510 | 0.2599 | 6.0 | Employed | True | 640.0 | 659.0 | 4653.666667 | 1.0000 | 0 | 0 |
| 113478 | 36 | Current | 0.13189 | 0.1039 | 7.0 | Employed | True | 680.0 | 699.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 113479 | 36 | Completed | 0.27535 | 0.2600 | NaN | Full-time | False | 560.0 | 579.0 | 5250.000000 | 1.0000 | 1 | 0 |
| 113480 | 36 | Current | 0.21648 | 0.1795 | 7.0 | Employed | True | 700.0 | 719.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 113481 | 36 | Completed | 0.35285 | 0.3127 | 2.0 | Self-employed | True | 740.0 | 759.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 113482 | 36 | Current | 0.23530 | 0.1979 | 5.0 | Employed | False | 660.0 | 679.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113483 | 36 | Current | 0.27776 | 0.2394 | 3.0 | Employed | True | 640.0 | 659.0 | 17250.000000 | 1.0000 | 0 | 0 |
| 113484 | 36 | Current | 0.12691 | 0.0990 | 6.0 | Employed | True | 740.0 | 759.0 | 6416.666667 | 1.0000 | 0 | 0 |
| 113485 | 36 | Completed | 0.18756 | 0.1730 | NaN | Full-time | True | 680.0 | 699.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113486 | 36 | Current | 0.35643 | 0.3199 | 2.0 | Employed | True | 680.0 | 699.0 | 441.666667 | 1.0000 | 0 | 0 |
| 113487 | 36 | Current | 0.14206 | 0.1139 | 8.0 | Employed | True | 680.0 | 699.0 | 7175.000000 | 1.0000 | 0 | 0 |
| 113488 | 36 | Current | 0.29537 | 0.2566 | 3.0 | Employed | True | 680.0 | 699.0 | 7250.000000 | 1.0000 | 0 | 0 |
| 113489 | 60 | Current | 0.19988 | 0.1760 | 5.0 | Employed | False | 700.0 | 719.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113490 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Employed | False | 660.0 | 679.0 | 416.666667 | 1.0000 | 0 | 0 |
| 113491 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Employed | True | 640.0 | 659.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113492 | 36 | Current | 0.35132 | 0.3149 | 5.0 | Employed | False | 660.0 | 679.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113493 | 60 | Current | 0.26877 | 0.2432 | 3.0 | Employed | True | 680.0 | 699.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 113494 | 36 | Completed | 0.23748 | 0.2300 | NaN | NaN | False | 560.0 | 579.0 | 5500.000000 | 1.0000 | 0 | 0 |
| 113495 | 36 | Completed | 0.30532 | 0.2699 | 7.0 | Employed | True | 680.0 | 699.0 | 4750.000000 | 1.0000 | 0 | 0 |
| 113496 | 36 | Completed | 0.17722 | 0.1700 | NaN | Not available | True | 660.0 | 679.0 | 9708.333333 | 1.0000 | 0 | 0 |
| 113497 | 36 | Current | 0.23375 | 0.1960 | 3.0 | Employed | False | 700.0 | 719.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 113498 | 36 | Completed | 0.34565 | 0.2950 | 6.0 | Employed | True | 700.0 | 719.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113499 | 36 | Current | 0.23990 | 0.2024 | 4.0 | Employed | True | 680.0 | 699.0 | 10600.000000 | 1.0000 | 0 | 0 |
| 113500 | 36 | Completed | 0.10843 | 0.1015 | NaN | Full-time | True | 720.0 | 739.0 | 6626.250000 | 1.0000 | 0 | 0 |
| 113501 | 36 | Defaulted | 0.15428 | 0.1400 | NaN | Full-time | True | 700.0 | 719.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 113502 | 36 | Completed | 0.10841 | 0.0875 | 6.0 | Full-time | True | 800.0 | 819.0 | 5416.666667 | 1.0000 | 1 | 0 |
| 113503 | 36 | Chargedoff | 0.36438 | 0.3400 | 7.0 | Full-time | False | 760.0 | 779.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 113504 | 36 | Current | 0.35797 | 0.3177 | 6.0 | Employed | False | 640.0 | 659.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113505 | 36 | Completed | 0.19730 | 0.1900 | NaN | Full-time | False | 620.0 | 639.0 | 3605.000000 | 1.0000 | 0 | 0 |
| 113506 | 60 | Current | 0.24282 | 0.2179 | 5.0 | Employed | False | 680.0 | 699.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 113507 | 36 | Past Due (61-90 days) | 0.35797 | 0.3177 | 4.0 | Other | True | 700.0 | 719.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113508 | 36 | Defaulted | 0.33172 | 0.3238 | NaN | Full-time | True | 760.0 | 779.0 | 11666.666667 | 1.0000 | 0 | 0 |
| 113509 | 60 | Past Due (16-30 days) | 0.31293 | 0.2862 | 2.0 | Employed | False | 640.0 | 659.0 | 833.333333 | 1.0000 | 0 | 0 |
| 113510 | 36 | Chargedoff | 0.24753 | 0.2400 | NaN | Full-time | True | 640.0 | 659.0 | 5760.750000 | 1.0000 | 0 | 0 |
| 113511 | 60 | Current | 0.14766 | 0.1296 | 8.0 | Full-time | True | 720.0 | 739.0 | 4666.666667 | 1.0000 | 0 | 0 |
| 113512 | 36 | Current | 0.28595 | 0.2474 | 3.0 | Other | False | 660.0 | 679.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 113513 | 36 | Completed | 0.07921 | 0.0724 | NaN | Full-time | True | 800.0 | 819.0 | 3166.666667 | 1.0000 | 0 | 0 |
| 113514 | 36 | Current | 0.15223 | 0.1239 | 8.0 | Employed | True | 680.0 | 699.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 113515 | 36 | Chargedoff | 0.22931 | 0.2200 | NaN | Not available | True | 520.0 | 539.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 113516 | 36 | Current | 0.35797 | 0.3177 | 6.0 | Employed | False | 640.0 | 659.0 | 2666.666667 | 1.0000 | 0 | 0 |
| 113517 | 36 | Defaulted | 0.20582 | 0.1911 | NaN | Full-time | True | 700.0 | 719.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113518 | 36 | Completed | 0.11296 | 0.0920 | 9.0 | Full-time | False | 700.0 | 719.0 | 4750.000000 | 1.0000 | 0 | 0 |
| 113519 | 36 | Completed | 0.11184 | 0.1049 | NaN | Full-time | False | 740.0 | 759.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113520 | 12 | Completed | 0.06799 | 0.0586 | 10.0 | Employed | False | 780.0 | 799.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 113521 | 36 | Completed | 0.34887 | 0.3125 | 1.0 | Self-employed | True | 660.0 | 679.0 | 9500.000000 | 1.0000 | 1 | 0 |
| 113522 | 60 | Current | 0.15629 | 0.1334 | 9.0 | Employed | False | 660.0 | 679.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113523 | 36 | Defaulted | 0.26526 | 0.2500 | NaN | Full-time | True | 720.0 | 739.0 | 5260.916667 | 1.0000 | 2 | 0 |
| 113524 | 36 | Current | 0.12427 | 0.0964 | 9.0 | Employed | False | 780.0 | 799.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113525 | 60 | Current | 0.29680 | 0.2705 | 5.0 | Employed | False | 620.0 | 639.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113526 | 36 | Chargedoff | 0.17445 | 0.1600 | NaN | Full-time | True | 680.0 | 699.0 | 9916.666667 | 1.0000 | 0 | 0 |
| 113527 | 36 | Current | 0.25371 | 0.2159 | 3.0 | Full-time | False | 660.0 | 679.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 113528 | 36 | Chargedoff | 0.36438 | 0.3400 | NaN | Part-time | False | 560.0 | 579.0 | 2041.666667 | 1.0000 | 0 | 0 |
| 113529 | 36 | Chargedoff | 0.07870 | 0.0770 | NaN | Full-time | False | 800.0 | 819.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113530 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Self-employed | False | 680.0 | 699.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 113531 | 36 | Defaulted | 0.21857 | 0.2000 | NaN | Not available | False | 480.0 | 499.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 113532 | 60 | Completed | 0.23872 | 0.2139 | 4.0 | Employed | False | 700.0 | 719.0 | 5934.500000 | 1.0000 | 0 | 0 |
| 113533 | 36 | Completed | 0.35797 | 0.3177 | 6.0 | Employed | False | 660.0 | 679.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113534 | 60 | Current | 0.28386 | 0.2579 | 3.0 | Employed | True | 700.0 | 719.0 | 5666.666667 | 1.0000 | 0 | 0 |
| 113535 | 60 | Current | 0.12535 | 0.1029 | 10.0 | Employed | True | 840.0 | 859.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113536 | 36 | Current | 0.30182 | 0.2629 | 5.0 | Employed | False | 640.0 | 659.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113537 | 36 | Current | 0.12081 | 0.0930 | 10.0 | Employed | True | 700.0 | 719.0 | 5525.000000 | 1.0000 | 0 | 0 |
| 113538 | 60 | Current | 0.23498 | 0.2100 | 3.0 | Employed | False | 680.0 | 699.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113539 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Employed | True | 740.0 | 759.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113540 | 36 | Current | 0.12528 | 0.0974 | 10.0 | Employed | False | 700.0 | 719.0 | 4833.333333 | 1.0000 | 0 | 0 |
| 113541 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 600.0 | 619.0 | 1833.333333 | 1.0000 | 0 | 0 |
| 113542 | 36 | Current | 0.23438 | 0.1970 | 5.0 | Employed | False | 640.0 | 659.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113543 | 36 | Current | 0.20984 | 0.1730 | 4.0 | Employed | True | 680.0 | 699.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113544 | 12 | Completed | 0.09986 | 0.0628 | 8.0 | Employed | False | 700.0 | 719.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113545 | 36 | Current | 0.25013 | 0.2124 | 6.0 | Employed | False | 660.0 | 679.0 | 4250.000000 | 1.0000 | 0 | 0 |
| 113546 | 36 | Completed | 0.23801 | 0.2230 | NaN | Full-time | False | 700.0 | 719.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113547 | 36 | Completed | 0.12427 | 0.0964 | 8.0 | Full-time | True | 760.0 | 779.0 | 9166.666667 | 1.0000 | 1 | 1 |
| 113548 | 60 | Current | 0.22063 | 0.1960 | 8.0 | Employed | True | 700.0 | 719.0 | 7666.666667 | 1.0000 | 0 | 0 |
| 113549 | 36 | Current | 0.15324 | 0.1249 | 7.0 | Employed | False | 720.0 | 739.0 | 4750.000000 | 1.0000 | 0 | 0 |
| 113550 | 36 | Completed | 0.23682 | 0.1990 | 9.0 | Part-time | False | 640.0 | 659.0 | 800.000000 | 1.0000 | 0 | 0 |
| 113551 | 36 | Completed | 0.28851 | 0.2499 | 6.0 | Other | False | 700.0 | 719.0 | 1091.000000 | 1.0000 | 0 | 0 |
| 113552 | 36 | Completed | 0.23631 | 0.1985 | 9.0 | Full-time | True | 640.0 | 659.0 | 2833.333333 | 1.0000 | 0 | 0 |
| 113553 | 60 | Current | 0.17685 | 0.1535 | 8.0 | Employed | True | 660.0 | 679.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113554 | 36 | Completed | 0.08684 | 0.0800 | NaN | Retired | True | 800.0 | 819.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 113555 | 36 | Current | 0.30532 | 0.2699 | 5.0 | Self-employed | True | 780.0 | 799.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 113556 | 36 | Current | 0.27776 | 0.2394 | 2.0 | Employed | True | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113557 | 60 | Current | 0.31293 | 0.2862 | 4.0 | Employed | True | 760.0 | 779.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113558 | 36 | Current | 0.26917 | 0.2310 | 3.0 | Employed | True | 660.0 | 679.0 | 3583.333333 | 1.0000 | 0 | 0 |
| 113559 | 36 | Current | 0.35132 | 0.3149 | 5.0 | Employed | True | 680.0 | 699.0 | 18.333333 | 1.0000 | 0 | 0 |
| 113560 | 36 | Current | 0.30285 | 0.2639 | 2.0 | Employed | True | 640.0 | 659.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113561 | 60 | Current | 0.19681 | 0.1730 | 7.0 | Employed | True | 720.0 | 739.0 | 19166.666667 | 1.0000 | 0 | 0 |
| 113562 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | True | 780.0 | 799.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113563 | 36 | Completed | 0.21177 | 0.2044 | NaN | Full-time | False | 620.0 | 639.0 | 2976.000000 | 1.0000 | 0 | 0 |
| 113564 | 36 | Completed | 0.12400 | 0.1029 | 8.0 | Employed | True | 740.0 | 759.0 | 9646.666667 | 1.0000 | 0 | 0 |
| 113565 | 60 | Current | 0.16294 | 0.1399 | 9.0 | Employed | True | 720.0 | 739.0 | 13333.333333 | 1.0000 | 0 | 0 |
| 113566 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | False | 680.0 | 699.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113567 | 36 | Chargedoff | 0.35797 | 0.3177 | 2.0 | Employed | False | 700.0 | 719.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113568 | 36 | Completed | 0.24213 | 0.2195 | NaN | Full-time | True | 640.0 | 659.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 113569 | 60 | Current | 0.30337 | 0.2769 | 2.0 | Employed | True | 700.0 | 719.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113570 | 36 | Current | 0.09030 | 0.0769 | 11.0 | Employed | True | 720.0 | 739.0 | 12916.666667 | 1.0000 | 0 | 0 |
| 113571 | 60 | Current | 0.20372 | 0.1795 | 4.0 | Employed | True | 680.0 | 699.0 | 8666.666667 | 1.0000 | 0 | 0 |
| 113572 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Employed | False | 680.0 | 699.0 | 1937.750000 | 1.0000 | 0 | 0 |
| 113573 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | False | 520.0 | 539.0 | 1500.000000 | 1.0000 | 0 | 0 |
| 113574 | 36 | Current | 0.09736 | 0.0839 | 8.0 | Employed | True | 780.0 | 799.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113575 | 36 | Past Due (1-15 days) | 0.35643 | 0.3199 | 4.0 | Other | True | 660.0 | 679.0 | 3779.250000 | 1.0000 | 0 | 0 |
| 113576 | 36 | Chargedoff | 0.21402 | 0.1955 | NaN | Full-time | False | 520.0 | 539.0 | 2510.666667 | 1.0000 | 0 | 0 |
| 113577 | 60 | Completed | 0.09826 | 0.0961 | 10.0 | Employed | True | 800.0 | 819.0 | 5500.000000 | 1.0000 | 0 | 0 |
| 113578 | 36 | Completed | 0.17359 | 0.1449 | 8.0 | Employed | False | 700.0 | 719.0 | 9000.000000 | 1.0000 | 0 | 0 |
| 113579 | 60 | Current | 0.22283 | 0.1984 | 5.0 | Employed | True | 760.0 | 779.0 | 6368.750000 | 1.0000 | 0 | 0 |
| 113580 | 36 | Defaulted | 0.33051 | 0.2909 | 6.0 | Employed | False | 680.0 | 699.0 | 5333.333333 | 1.0000 | 0 | 0 |
| 113581 | 60 | Current | 0.17849 | 0.1551 | 9.0 | Employed | False | 720.0 | 739.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 113582 | 60 | Current | 0.25625 | 0.2310 | 3.0 | Self-employed | True | 740.0 | 759.0 | 3166.666667 | 1.0000 | 0 | 0 |
| 113583 | 36 | Current | 0.19501 | 0.1585 | 4.0 | Employed | True | 660.0 | 679.0 | 4100.000000 | 1.0000 | 0 | 0 |
| 113584 | 36 | Current | 0.12081 | 0.0930 | 8.0 | Employed | True | 760.0 | 779.0 | 9166.666667 | 1.0000 | 0 | 0 |
| 113585 | 36 | Current | 0.21434 | 0.1774 | 3.0 | Full-time | True | 720.0 | 739.0 | 5916.666667 | 1.0000 | 0 | 0 |
| 113586 | 36 | Current | 0.18275 | 0.1465 | 7.0 | Employed | False | 660.0 | 679.0 | 4666.666667 | 1.0000 | 0 | 0 |
| 113587 | 60 | Current | 0.25102 | 0.2259 | 4.0 | Employed | False | 720.0 | 739.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113588 | 36 | Completed | 0.19957 | 0.1850 | NaN | Part-time | False | 600.0 | 619.0 | 800.000000 | 1.0000 | 0 | 0 |
| 113589 | 36 | Current | 0.31032 | 0.2712 | 2.0 | Employed | True | 660.0 | 679.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113590 | 36 | Chargedoff | 0.09221 | 0.0715 | 10.0 | Full-time | False | 720.0 | 739.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 113591 | 36 | Completed | 0.15462 | 0.1475 | NaN | NaN | True | 640.0 | 659.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 113592 | 36 | Completed | 0.08935 | 0.0825 | NaN | Full-time | True | 720.0 | 739.0 | 6612.666667 | 1.0000 | 0 | 0 |
| 113593 | 36 | Chargedoff | 0.24246 | 0.2049 | 7.0 | Employed | True | 660.0 | 679.0 | 8416.666667 | 1.0000 | 0 | 0 |
| 113594 | 36 | Current | 0.28339 | 0.2449 | 3.0 | Employed | True | 660.0 | 679.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113595 | 36 | Current | 0.15324 | 0.1249 | 8.0 | Employed | True | 680.0 | 699.0 | 4700.000000 | 1.0000 | 0 | 0 |
| 113596 | 36 | Current | 0.25013 | 0.2124 | 4.0 | Employed | False | 680.0 | 699.0 | 3250.000000 | 1.0000 | 0 | 0 |
| 113597 | 36 | Current | 0.25013 | 0.2124 | 4.0 | Employed | True | 680.0 | 699.0 | 7000.000000 | 1.0000 | 0 | 0 |
| 113598 | 36 | Chargedoff | 0.24507 | 0.2300 | NaN | Full-time | False | 520.0 | 539.0 | 2166.666667 | 1.0000 | 1 | 0 |
| 113599 | 60 | Current | 0.34614 | 0.3185 | 4.0 | Employed | False | 620.0 | 639.0 | 1833.333333 | 1.0000 | 0 | 0 |
| 113600 | 36 | Completed | 0.28370 | 0.2452 | 5.0 | Other | False | 720.0 | 739.0 | 3366.666667 | 1.0000 | 0 | 0 |
| 113601 | 36 | Completed | 0.34731 | 0.3073 | 1.0 | Employed | True | 620.0 | 639.0 | 5333.333333 | 1.0000 | 0 | 0 |
| 113602 | 36 | Completed | 0.15641 | 0.1349 | NaN | Full-time | False | 640.0 | 659.0 | 1587.916667 | 1.0000 | 0 | 0 |
| 113603 | 36 | Current | 0.21025 | 0.1734 | 4.0 | Employed | True | 760.0 | 779.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113604 | 36 | Completed | 0.30856 | 0.2850 | 6.0 | Full-time | False | 660.0 | 679.0 | 8816.333333 | 1.0000 | 0 | 0 |
| 113605 | 60 | Current | 0.15629 | 0.1334 | 7.0 | Employed | True | 720.0 | 739.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113606 | 36 | Completed | 0.12528 | 0.0974 | 9.0 | Employed | False | 720.0 | 739.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113607 | 60 | Current | 0.19221 | 0.1685 | 5.0 | Employed | False | 660.0 | 679.0 | 5666.666667 | 1.0000 | 0 | 0 |
| 113608 | 60 | Chargedoff | 0.24252 | 0.2199 | 6.0 | Employed | False | 660.0 | 679.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113609 | 36 | Current | 0.26383 | 0.2254 | 4.0 | Other | True | 640.0 | 659.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 113610 | 36 | Completed | 0.38723 | 0.3500 | 4.0 | Employed | True | 660.0 | 679.0 | 1833.333333 | 1.0000 | 0 | 0 |
| 113611 | 12 | Chargedoff | 0.35843 | 0.2669 | 4.0 | Full-time | False | 640.0 | 659.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113612 | 36 | Chargedoff | 0.35797 | 0.3177 | 1.0 | Employed | False | 640.0 | 659.0 | 8083.333333 | 1.0000 | 0 | 0 |
| 113613 | 36 | Completed | 0.12528 | 0.0974 | 9.0 | Employed | True | 660.0 | 679.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 113614 | 36 | Defaulted | 0.37453 | 0.3500 | NaN | Full-time | True | 520.0 | 539.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113615 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Full-time | False | 720.0 | 739.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113616 | 36 | Completed | 0.28488 | 0.2499 | 6.0 | Employed | False | 720.0 | 739.0 | 1500.000000 | 1.0000 | 0 | 0 |
| 113617 | 36 | Completed | 0.37453 | 0.3500 | 1.0 | Self-employed | True | 640.0 | 659.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113618 | 36 | Completed | 0.17221 | 0.1505 | 8.0 | Full-time | True | 740.0 | 759.0 | 2333.333333 | 1.0000 | 0 | 0 |
| 113619 | 36 | Completed | 0.07570 | 0.0689 | NaN | Full-time | True | 860.0 | 879.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113620 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Employed | True | 680.0 | 699.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113621 | 36 | Chargedoff | 0.22744 | 0.2200 | NaN | Full-time | True | 680.0 | 699.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 113622 | 36 | Chargedoff | 0.34577 | 0.3058 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113623 | 36 | Current | 0.16732 | 0.1314 | 8.0 | Employed | True | 680.0 | 699.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 113624 | 36 | Current | 0.31668 | 0.2774 | 2.0 | Employed | False | 660.0 | 679.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113625 | 36 | Defaulted | 0.35797 | 0.3177 | 4.0 | Other | True | 800.0 | 819.0 | 1500.000000 | 1.0000 | 0 | 0 |
| 113626 | 36 | Completed | 0.17722 | 0.1700 | NaN | NaN | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 113627 | 60 | Current | 0.20358 | 0.1845 | 8.0 | Employed | True | 680.0 | 699.0 | 9133.333333 | 1.0000 | 0 | 0 |
| 113628 | 60 | Completed | 0.24589 | 0.2209 | 3.0 | Self-employed | True | 740.0 | 759.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 113629 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 540.0 | 559.0 | 6750.000000 | 1.0000 | 0 | 0 |
| 113630 | 36 | Completed | 0.20735 | 0.2000 | NaN | Not available | True | 640.0 | 659.0 | 2666.666667 | 1.0000 | 0 | 0 |
| 113631 | 36 | Completed | 0.11145 | 0.0905 | 9.0 | Full-time | True | 760.0 | 779.0 | 6166.666667 | 1.0000 | 0 | 0 |
| 113632 | 36 | Current | 0.08496 | 0.0716 | 10.0 | Employed | True | 760.0 | 779.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 113633 | 36 | Current | 0.14206 | 0.1139 | 8.0 | Employed | True | 680.0 | 699.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113634 | 36 | Current | 0.32333 | 0.2839 | 8.0 | Employed | True | 640.0 | 659.0 | 5166.666667 | 1.0000 | 0 | 0 |
| 113635 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 500.0 | 519.0 | 1920.000000 | 1.0000 | 0 | 0 |
| 113636 | 36 | Current | 0.21290 | 0.1760 | 6.0 | Other | True | 680.0 | 699.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 113637 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | False | 620.0 | 639.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113638 | 36 | Current | 0.33051 | 0.2909 | 4.0 | Employed | True | 600.0 | 619.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113639 | 60 | Current | 0.26877 | 0.2432 | 3.0 | Employed | False | 720.0 | 739.0 | 3416.666667 | 1.0000 | 0 | 0 |
| 113640 | 36 | Current | 0.13799 | 0.1099 | 3.0 | Other | True | 800.0 | 819.0 | 5666.666667 | 1.0000 | 0 | 0 |
| 113641 | 36 | Current | 0.17969 | 0.1435 | 4.0 | Employed | True | 680.0 | 699.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113642 | 60 | Current | 0.14453 | 0.1219 | 7.0 | Employed | True | 760.0 | 779.0 | 5916.666667 | 1.0000 | 0 | 0 |
| 113643 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Employed | True | 780.0 | 799.0 | 15833.333333 | 1.0000 | 0 | 0 |
| 113644 | 60 | Current | 0.31420 | 0.2899 | 6.0 | Employed | True | 720.0 | 739.0 | 9166.666667 | 1.0000 | 0 | 0 |
| 113645 | 60 | Current | 0.22140 | 0.1970 | 5.0 | Employed | True | 640.0 | 659.0 | 3583.333333 | 1.0000 | 0 | 0 |
| 113646 | 36 | Completed | 0.22362 | 0.1899 | 6.0 | Part-time | False | 740.0 | 759.0 | 1600.000000 | 1.0000 | 0 | 0 |
| 113647 | 36 | Completed | 0.22872 | 0.1949 | 9.0 | Employed | False | 660.0 | 679.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113648 | 36 | Completed | 0.12274 | 0.0949 | 7.0 | Employed | True | 780.0 | 799.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113649 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Employed | False | 660.0 | 679.0 | 700.000000 | 1.0000 | 0 | 0 |
| 113650 | 36 | Current | 0.30131 | 0.2624 | 2.0 | Employed | True | 660.0 | 679.0 | 5666.666667 | 1.0000 | 0 | 0 |
| 113651 | 36 | Past Due (1-15 days) | 0.19144 | 0.1550 | 6.0 | Other | False | 740.0 | 759.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 113652 | 60 | Current | 0.16686 | 0.1435 | 5.0 | Self-employed | False | 720.0 | 739.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 113653 | 36 | Past Due (1-15 days) | 0.35797 | 0.3177 | 2.0 | Full-time | True | 620.0 | 639.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 113654 | 36 | Current | 0.13799 | 0.1099 | 6.0 | Self-employed | True | 720.0 | 739.0 | 16666.666667 | 1.0000 | 0 | 0 |
| 113655 | 36 | Chargedoff | 0.17292 | 0.1512 | NaN | Full-time | True | 620.0 | 639.0 | 3500.000000 | 1.0000 | 1 | 1 |
| 113656 | 36 | Current | 0.11563 | 0.0879 | 7.0 | Employed | True | 720.0 | 739.0 | 5333.333333 | 1.0000 | 0 | 0 |
| 113657 | 36 | Current | 0.12020 | 0.0924 | 8.0 | Employed | False | 720.0 | 739.0 | 6083.333333 | 1.0000 | 0 | 0 |
| 113658 | 36 | Completed | 0.25781 | 0.2199 | 4.0 | Employed | False | 640.0 | 659.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113659 | 36 | Current | 0.16324 | 0.1274 | 4.0 | Employed | True | 700.0 | 719.0 | 3583.333333 | 1.0000 | 0 | 0 |
| 113660 | 36 | Completed | 0.18690 | 0.1650 | 9.0 | Full-time | False | 640.0 | 659.0 | 9583.333333 | 1.0000 | 0 | 0 |
| 113661 | 60 | Current | 0.23052 | 0.2059 | 5.0 | Employed | False | 660.0 | 679.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113662 | 36 | Completed | 0.17677 | 0.1550 | NaN | Full-time | True | 620.0 | 639.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 113663 | 36 | Chargedoff | 0.29525 | 0.2875 | NaN | NaN | False | 520.0 | 539.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 113664 | 36 | Completed | 0.21689 | 0.2095 | NaN | Not available | True | 540.0 | 559.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113665 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Employed | True | 680.0 | 699.0 | 5583.333333 | 1.0000 | 0 | 0 |
| 113666 | 60 | Current | 0.20040 | 0.1765 | 6.0 | Employed | False | 680.0 | 699.0 | 4566.666667 | 1.0000 | 0 | 0 |
| 113667 | 36 | Chargedoff | 0.35643 | 0.3199 | 4.0 | Employed | False | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113668 | 36 | Completed | 0.07439 | 0.0710 | 10.0 | Full-time | False | 720.0 | 739.0 | 3059.250000 | 1.0000 | 0 | 2 |
| 113669 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Employed | True | 680.0 | 699.0 | 19166.666667 | 1.0000 | 0 | 0 |
| 113670 | 60 | Current | 0.24856 | 0.2235 | 5.0 | Self-employed | False | 640.0 | 659.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113671 | 60 | Current | 0.22140 | 0.1970 | 4.0 | Employed | False | 660.0 | 679.0 | 8583.333333 | 1.0000 | 0 | 0 |
| 113672 | 36 | Completed | 0.35797 | 0.3177 | 2.0 | Self-employed | True | 760.0 | 779.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 113673 | 60 | Current | 0.23318 | 0.2085 | 8.0 | Employed | False | 720.0 | 739.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113674 | 36 | Completed | 0.39153 | 0.3500 | 7.0 | Part-time | False | 620.0 | 639.0 | 933.333333 | 1.0000 | 0 | 0 |
| 113675 | 60 | Current | 0.12113 | 0.0990 | 10.0 | Employed | False | 780.0 | 799.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 113676 | 60 | Current | 0.20347 | 0.1795 | 7.0 | Employed | True | 700.0 | 719.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113677 | 36 | Current | 0.27060 | 0.2324 | 6.0 | Employed | True | 700.0 | 719.0 | 6375.000000 | 1.0000 | 0 | 0 |
| 113678 | 36 | Completed | 0.12562 | 0.1045 | NaN | Full-time | True | 640.0 | 659.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 113679 | 36 | Current | 0.17359 | 0.1449 | 6.0 | Full-time | True | 640.0 | 659.0 | 3416.666667 | 1.0000 | 0 | 0 |
| 113680 | 36 | Completed | 0.12782 | 0.0999 | 9.0 | Employed | False | 720.0 | 739.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 113681 | 36 | Current | 0.20217 | 0.1655 | 4.0 | Employed | True | 680.0 | 699.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 113682 | 60 | Chargedoff | 0.32680 | 0.2997 | 5.0 | Not employed | True | 760.0 | 779.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113683 | 60 | Chargedoff | 0.09816 | 0.0960 | 10.0 | Employed | True | 780.0 | 799.0 | 7500.000000 | 0.7067 | 0 | 0 |
| 113684 | 60 | Current | 0.26877 | 0.2432 | 3.0 | Self-employed | False | 680.0 | 699.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113685 | 36 | Current | 0.19645 | 0.1599 | 8.0 | Employed | True | 740.0 | 759.0 | 11666.666667 | 1.0000 | 0 | 0 |
| 113686 | 36 | Completed | 0.21588 | 0.2085 | NaN | Full-time | False | 740.0 | 759.0 | 0.000000 | 1.0000 | 0 | 1 |
| 113687 | 60 | Current | 0.21566 | 0.1914 | 6.0 | Employed | False | 680.0 | 699.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113688 | 60 | Current | 0.23718 | 0.2124 | 8.0 | Employed | False | 720.0 | 739.0 | 1800.000000 | 1.0000 | 0 | 0 |
| 113689 | 12 | Completed | 0.29901 | 0.2199 | 1.0 | Self-employed | True | 680.0 | 699.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113690 | 36 | Current | 0.11599 | 0.0879 | 8.0 | Employed | True | 700.0 | 719.0 | 11666.666667 | 1.0000 | 0 | 0 |
| 113691 | 36 | Completed | 0.16056 | 0.1390 | 9.0 | Employed | True | 780.0 | 799.0 | 7583.333333 | 1.0000 | 0 | 0 |
| 113692 | 36 | Chargedoff | 0.36623 | 0.3500 | NaN | Not employed | True | 580.0 | 599.0 | 1289.000000 | 1.0000 | 0 | 0 |
| 113693 | 36 | Defaulted | 0.27103 | 0.2480 | NaN | Full-time | False | 640.0 | 659.0 | 2791.666667 | 1.0000 | 0 | 0 |
| 113694 | 36 | Current | 0.17969 | 0.1435 | 7.0 | Employed | False | 700.0 | 719.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 113695 | 36 | Chargedoff | 0.13705 | 0.1300 | NaN | Self-employed | True | 720.0 | 739.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 113696 | 36 | Completed | 0.07539 | 0.0720 | 10.0 | Full-time | True | 840.0 | 859.0 | 4250.000000 | 1.0000 | 0 | 0 |
| 113697 | 36 | Past Due (1-15 days) | 0.28728 | 0.2487 | 5.0 | Employed | False | 600.0 | 619.0 | 7583.333333 | 1.0000 | 0 | 0 |
| 113698 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Employed | False | 700.0 | 719.0 | 1250.000000 | 1.0000 | 0 | 0 |
| 113699 | 36 | Chargedoff | 0.24753 | 0.2400 | NaN | Full-time | True | 640.0 | 659.0 | 8411.833333 | 1.0000 | 0 | 0 |
| 113700 | 36 | Past Due (1-15 days) | 0.27285 | 0.2346 | 5.0 | Employed | True | 620.0 | 639.0 | 14000.000000 | 1.0000 | 0 | 0 |
| 113701 | 60 | Completed | 0.32393 | 0.2969 | 2.0 | Employed | False | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113702 | 36 | Current | 0.31616 | 0.2769 | 2.0 | Employed | False | 640.0 | 659.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 113703 | 36 | Current | 0.30899 | 0.2699 | 2.0 | Employed | False | 660.0 | 679.0 | 6333.333333 | 1.0000 | 0 | 0 |
| 113704 | 36 | Completed | 0.05104 | 0.0500 | NaN | Full-time | False | 620.0 | 639.0 | 1000.000000 | 1.0000 | 0 | 1 |
| 113705 | 36 | Completed | 0.22362 | 0.1899 | 6.0 | Full-time | False | 660.0 | 679.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113706 | 36 | Current | 0.13799 | 0.1099 | 11.0 | Employed | False | 660.0 | 679.0 | 4416.666667 | 1.0000 | 0 | 0 |
| 113707 | 60 | Current | 0.24036 | 0.2155 | 4.0 | Employed | True | 720.0 | 739.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113708 | 36 | Current | 0.14206 | 0.1139 | 7.0 | Employed | False | 680.0 | 699.0 | 5583.166667 | 1.0000 | 0 | 0 |
| 113709 | 36 | Current | 0.33215 | 0.2925 | 3.0 | Other | False | 640.0 | 659.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113710 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Employed | False | 680.0 | 699.0 | 1916.666667 | 1.0000 | 0 | 0 |
| 113711 | 36 | Completed | 0.25278 | 0.2300 | NaN | Self-employed | True | 660.0 | 679.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 113712 | 36 | Defaulted | 0.24502 | 0.2375 | NaN | NaN | False | 500.0 | 519.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113713 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Full-time | False | 520.0 | 539.0 | 1906.500000 | 1.0000 | 0 | 0 |
| 113714 | 36 | Chargedoff | 0.28887 | 0.2695 | NaN | Not available | True | 360.0 | 379.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 113715 | 36 | Chargedoff | 0.19220 | 0.1776 | NaN | Full-time | True | 680.0 | 699.0 | 4916.666667 | 1.0000 | 0 | 0 |
| 113716 | 36 | Defaulted | 0.22186 | 0.1995 | NaN | Part-time | False | 580.0 | 599.0 | 1041.666667 | 1.0000 | 0 | 0 |
| 113717 | 36 | Completed | 0.12663 | 0.1055 | 9.0 | Employed | True | 760.0 | 779.0 | 5072.833333 | 1.0000 | 0 | 0 |
| 113718 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Employed | False | 680.0 | 699.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 113719 | 60 | Current | 0.22242 | 0.1980 | 5.0 | Employed | True | 660.0 | 679.0 | 8791.666667 | 1.0000 | 0 | 0 |
| 113720 | 36 | Completed | 0.16717 | 0.1600 | NaN | Full-time | True | 640.0 | 659.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 113721 | 36 | Completed | 0.11296 | 0.0920 | 9.0 | Full-time | True | 740.0 | 759.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 113722 | 60 | Completed | 0.24015 | 0.2153 | 6.0 | Employed | False | 720.0 | 739.0 | 2861.000000 | 1.0000 | 0 | 0 |
| 113723 | 36 | Chargedoff | 0.20037 | 0.1820 | NaN | Full-time | False | 560.0 | 579.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113724 | 60 | Current | 0.15016 | 0.1274 | 8.0 | Employed | False | 680.0 | 699.0 | 5666.666667 | 1.0000 | 0 | 0 |
| 113725 | 36 | Completed | 0.11323 | 0.0840 | 9.0 | Part-time | False | 700.0 | 719.0 | 933.333333 | 1.0000 | 0 | 0 |
| 113726 | 36 | Current | 0.12528 | 0.0974 | 8.0 | Full-time | False | 700.0 | 719.0 | 2426.666667 | 1.0000 | 0 | 0 |
| 113727 | 36 | Chargedoff | 0.35132 | 0.3149 | 4.0 | Other | False | 700.0 | 719.0 | 2300.000000 | 1.0000 | 0 | 0 |
| 113728 | 36 | Completed | 0.16014 | 0.1530 | NaN | Not available | True | 660.0 | 679.0 | 3903.166667 | 1.0000 | 0 | 0 |
| 113729 | 60 | Current | 0.21166 | 0.1875 | 7.0 | Employed | False | 640.0 | 659.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113730 | 36 | Completed | 0.35797 | 0.3177 | 6.0 | Employed | False | 660.0 | 679.0 | 4833.333333 | 1.0000 | 0 | 0 |
| 113731 | 36 | Current | 0.07821 | 0.0649 | 10.0 | Full-time | True | 800.0 | 819.0 | 8833.333333 | 1.0000 | 0 | 2 |
| 113732 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | True | 540.0 | 559.0 | 9833.333333 | 1.0000 | 0 | 0 |
| 113733 | 60 | Current | 0.20593 | 0.1819 | 8.0 | Employed | False | 720.0 | 739.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113734 | 36 | Current | 0.19144 | 0.1550 | 6.0 | Employed | True | 680.0 | 699.0 | 11158.333333 | 1.0000 | 0 | 0 |
| 113735 | 36 | Chargedoff | 0.22141 | 0.2140 | NaN | Not available | True | 600.0 | 619.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113736 | 36 | Completed | 0.16185 | 0.1547 | NaN | Not available | False | 600.0 | 619.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113737 | 36 | Completed | 0.23250 | 0.2100 | 8.0 | Full-time | False | 640.0 | 659.0 | 2833.333333 | 1.0000 | 0 | 1 |
| 113738 | 60 | Current | 0.18136 | 0.1579 | 7.0 | Employed | False | 740.0 | 759.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113739 | 60 | Current | 0.22140 | 0.1970 | 5.0 | Employed | False | 640.0 | 659.0 | 4666.666667 | 1.0000 | 0 | 0 |
| 113740 | 36 | Current | 0.14816 | 0.1199 | 7.0 | Employed | True | 720.0 | 739.0 | 8074.916667 | 1.0000 | 0 | 0 |
| 113741 | 36 | Current | 0.23121 | 0.1939 | 6.0 | Employed | True | 720.0 | 739.0 | 4424.000000 | 1.0000 | 0 | 0 |
| 113742 | 36 | Completed | 0.35797 | 0.3177 | 6.0 | Employed | False | 640.0 | 659.0 | 2741.666667 | 1.0000 | 0 | 0 |
| 113743 | 60 | Current | 0.23984 | 0.2150 | 3.0 | Employed | False | 680.0 | 699.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113744 | 36 | Current | 0.12691 | 0.0990 | 7.0 | Self-employed | False | 740.0 | 759.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113745 | 60 | Current | 0.23872 | 0.2139 | 4.0 | Employed | True | 680.0 | 699.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 113746 | 36 | FinalPaymentInProgress | 0.29537 | 0.2566 | 4.0 | Employed | True | 640.0 | 659.0 | 5332.000000 | 1.0000 | 0 | 0 |
| 113747 | 36 | Current | 0.28032 | 0.2419 | 3.0 | Employed | True | 700.0 | 719.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113748 | 36 | Past Due (91-120 days) | 0.31790 | 0.2786 | 2.0 | Other | True | 660.0 | 679.0 | 5445.000000 | 1.0000 | 0 | 0 |
| 113749 | 36 | Current | 0.19108 | 0.1621 | 8.0 | Employed | True | 760.0 | 779.0 | 12750.000000 | 1.0000 | 0 | 0 |
| 113750 | 36 | Current | 0.09065 | 0.0769 | 11.0 | Employed | True | 800.0 | 819.0 | 7416.666667 | 1.0000 | 0 | 0 |
| 113751 | 36 | Completed | 0.34887 | 0.3125 | 4.0 | Employed | True | 680.0 | 699.0 | 5208.333333 | 1.0000 | 0 | 0 |
| 113752 | 36 | Current | 0.17495 | 0.1385 | 3.0 | Employed | True | 740.0 | 759.0 | 9750.000000 | 1.0000 | 0 | 0 |
| 113753 | 36 | Current | 0.32538 | 0.2859 | 4.0 | Other | False | 600.0 | 619.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113754 | 36 | Completed | 0.28498 | 0.2500 | 1.0 | Employed | True | 640.0 | 659.0 | 5000.000000 | 1.0000 | 2 | 0 |
| 113755 | 36 | Completed | 0.10436 | 0.0835 | 9.0 | Full-time | True | 740.0 | 759.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 113756 | 60 | Current | 0.29341 | 0.2672 | 4.0 | Employed | False | 640.0 | 659.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113757 | 60 | Current | 0.21115 | 0.1870 | 10.0 | Employed | False | 640.0 | 659.0 | 6650.000000 | 1.0000 | 0 | 0 |
| 113758 | 36 | Completed | 0.12090 | 0.1069 | NaN | Full-time | False | 540.0 | 559.0 | 6250.000000 | 1.0000 | 0 | 1 |
| 113759 | 36 | Current | 0.26528 | 0.2272 | 4.0 | Employed | False | 660.0 | 679.0 | 5208.333333 | 1.0000 | 0 | 0 |
| 113760 | 60 | Current | 0.19988 | 0.1760 | 7.0 | Employed | True | 680.0 | 699.0 | 9065.333333 | 1.0000 | 0 | 0 |
| 113761 | 60 | Current | 0.16151 | 0.1385 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113762 | 60 | Current | 0.13636 | 0.1139 | 11.0 | Employed | True | 740.0 | 759.0 | 9083.333333 | 1.0000 | 0 | 0 |
| 113763 | 12 | Completed | 0.25785 | 0.1795 | 3.0 | Employed | True | 720.0 | 739.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 113764 | 36 | Current | 0.22108 | 0.1840 | 4.0 | Employed | True | 660.0 | 679.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113765 | 60 | Current | 0.21156 | 0.1874 | 6.0 | Employed | False | 680.0 | 699.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113766 | 36 | Current | 0.12427 | 0.0964 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113767 | 36 | Chargedoff | 0.36945 | 0.3450 | NaN | Self-employed | False | 520.0 | 539.0 | 0.000000 | 1.0000 | 1 | 1 |
| 113768 | 36 | Completed | 0.17722 | 0.1700 | NaN | Not available | False | 580.0 | 599.0 | 1709.916667 | 1.0000 | 0 | 0 |
| 113769 | 36 | Past Due (31-60 days) | 0.31790 | 0.2786 | 3.0 | Employed | True | 640.0 | 659.0 | 6333.333333 | 1.0000 | 0 | 0 |
| 113770 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Employed | False | 660.0 | 679.0 | 6875.000000 | 1.0000 | 0 | 0 |
| 113771 | 60 | Current | 0.17061 | 0.1474 | 7.0 | Employed | True | 720.0 | 739.0 | 6166.666667 | 1.0000 | 0 | 0 |
| 113772 | 36 | Current | 0.20051 | 0.1635 | 4.0 | Employed | False | 700.0 | 719.0 | 4433.333333 | 1.0000 | 0 | 0 |
| 113773 | 36 | Current | 0.16324 | 0.1274 | 6.0 | Employed | True | 700.0 | 719.0 | 2720.833333 | 1.0000 | 0 | 0 |
| 113774 | 36 | Current | 0.22712 | 0.1899 | 3.0 | Employed | True | 720.0 | 739.0 | 7750.000000 | 1.0000 | 0 | 0 |
| 113775 | 60 | Completed | 0.16151 | 0.1385 | 9.0 | Employed | True | 800.0 | 819.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113776 | 12 | Completed | 0.09986 | 0.0628 | 10.0 | Employed | False | 720.0 | 739.0 | 23750.000000 | 1.0000 | 0 | 0 |
| 113777 | 36 | Chargedoff | 0.28979 | 0.2665 | 7.0 | Full-time | False | 720.0 | 739.0 | 6583.333333 | 1.0000 | 0 | 0 |
| 113778 | 36 | Current | 0.08829 | 0.0749 | 10.0 | Employed | True | 780.0 | 799.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113779 | 60 | Current | 0.20593 | 0.1819 | 4.0 | Employed | False | 660.0 | 679.0 | 4250.000000 | 1.0000 | 0 | 0 |
| 113780 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | True | 700.0 | 719.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 113781 | 60 | Current | 0.15425 | 0.1314 | 8.0 | Employed | False | 720.0 | 739.0 | 3418.166667 | 1.0000 | 0 | 0 |
| 113782 | 36 | Completed | 0.29740 | 0.2740 | 7.0 | Full-time | True | 680.0 | 699.0 | 5583.333333 | 1.0000 | 0 | 0 |
| 113783 | 60 | Completed | 0.35097 | 0.3232 | 5.0 | Employed | True | 740.0 | 759.0 | 7166.666667 | 1.0000 | 0 | 0 |
| 113784 | 36 | Current | 0.12691 | 0.0990 | 11.0 | Employed | True | 720.0 | 739.0 | 8583.333333 | 1.0000 | 0 | 0 |
| 113785 | 36 | Chargedoff | 0.32368 | 0.2999 | NaN | Full-time | False | 520.0 | 539.0 | 4491.666667 | 1.0000 | 0 | 0 |
| 113786 | 36 | Completed | 0.21223 | 0.1900 | NaN | Full-time | False | 520.0 | 539.0 | 1916.666667 | 1.0000 | 0 | 0 |
| 113787 | 36 | Completed | 0.35423 | 0.3300 | 6.0 | Full-time | True | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113788 | 60 | Current | 0.21156 | 0.1874 | 5.0 | Employed | True | 720.0 | 739.0 | 5774.833333 | 1.0000 | 0 | 0 |
| 113789 | 36 | Current | 0.14446 | 0.1159 | 7.0 | Employed | True | 700.0 | 719.0 | 5777.333333 | 1.0000 | 0 | 0 |
| 113790 | 36 | Current | 0.12081 | 0.0930 | 6.0 | Employed | True | 740.0 | 759.0 | 8332.083333 | 1.0000 | 0 | 0 |
| 113791 | 36 | Completed | 0.14988 | 0.1410 | NaN | Full-time | True | 640.0 | 659.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113792 | 36 | Completed | 0.26681 | 0.2287 | 3.0 | Self-employed | True | 680.0 | 699.0 | 20000.000000 | 1.0000 | 0 | 0 |
| 113793 | 60 | Current | 0.23984 | 0.2150 | 4.0 | Employed | True | 700.0 | 719.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113794 | 36 | Current | 0.29510 | 0.2599 | 7.0 | Employed | False | 640.0 | 659.0 | 4916.666667 | 1.0000 | 0 | 0 |
| 113795 | 36 | Completed | 0.30532 | 0.2699 | 7.0 | Employed | True | 740.0 | 759.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113796 | 36 | Current | 0.12081 | 0.0930 | 10.0 | Employed | True | 700.0 | 719.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 113797 | 36 | Defaulted | 0.11696 | 0.1100 | NaN | Not available | False | 660.0 | 679.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113798 | 60 | Current | 0.19681 | 0.1730 | 7.0 | Employed | False | 700.0 | 719.0 | 5950.000000 | 1.0000 | 0 | 0 |
| 113799 | 36 | Completed | 0.17621 | 0.1690 | NaN | Full-time | True | 760.0 | 779.0 | 5600.000000 | 1.0000 | 0 | 0 |
| 113800 | 12 | Completed | 0.22357 | 0.1259 | 5.0 | Employed | False | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113801 | 36 | Completed | 0.08632 | 0.0749 | NaN | Full-time | False | 780.0 | 799.0 | 3958.333333 | 1.0000 | 0 | 0 |
| 113802 | 36 | Completed | 0.35797 | 0.3177 | 2.0 | Employed | False | 620.0 | 639.0 | 3127.166667 | 1.0000 | 1 | 0 |
| 113803 | 36 | Defaulted | 0.11293 | 0.0990 | NaN | Self-employed | True | 680.0 | 699.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113804 | 36 | Completed | 0.26140 | 0.2500 | NaN | Full-time | False | 600.0 | 619.0 | 13333.333333 | 1.0000 | 0 | 0 |
| 113805 | 36 | Current | 0.20626 | 0.1695 | 6.0 | Employed | False | 660.0 | 679.0 | 4250.000000 | 1.0000 | 0 | 0 |
| 113806 | 36 | Completed | 0.20735 | 0.2000 | NaN | Full-time | True | 640.0 | 659.0 | 5250.000000 | 1.0000 | 0 | 0 |
| 113807 | 36 | Current | 0.19108 | 0.1621 | 8.0 | Employed | False | 680.0 | 699.0 | 8166.666667 | 1.0000 | 0 | 0 |
| 113808 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Employed | True | 640.0 | 659.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113809 | 36 | Defaulted | 0.17193 | 0.1575 | NaN | Full-time | True | 680.0 | 699.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113810 | 60 | Current | 0.18426 | 0.1605 | 6.0 | Employed | False | 700.0 | 719.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 113811 | 60 | Current | 0.22601 | 0.2015 | 6.0 | Employed | True | 660.0 | 679.0 | 4608.000000 | 1.0000 | 0 | 0 |
| 113812 | 36 | Completed | 0.15893 | 0.1500 | NaN | Full-time | False | 620.0 | 639.0 | 3398.083333 | 1.0000 | 0 | 0 |
| 113813 | 60 | Current | 0.28489 | 0.2589 | 3.0 | Employed | True | 700.0 | 719.0 | 8166.666667 | 1.0000 | 0 | 0 |
| 113814 | 36 | Defaulted | 0.27535 | 0.2600 | NaN | Retired | False | 540.0 | 559.0 | 1793.000000 | 1.0000 | 0 | 0 |
| 113815 | 36 | Current | 0.19501 | 0.1585 | 8.0 | Employed | False | 700.0 | 719.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 113816 | 36 | Current | 0.31975 | 0.2800 | 3.0 | Employed | False | 680.0 | 699.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113817 | 60 | Current | 0.21822 | 0.1939 | 8.0 | Other | True | 760.0 | 779.0 | 3416.666667 | 1.0000 | 0 | 0 |
| 113818 | 36 | Completed | 0.08885 | 0.0820 | NaN | Full-time | True | 800.0 | 819.0 | 6166.666667 | 1.0000 | 0 | 0 |
| 113819 | 36 | Completed | 0.18123 | 0.1740 | NaN | Not available | True | 660.0 | 679.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113820 | 36 | Current | 0.19501 | 0.1585 | 4.0 | Employed | True | 660.0 | 679.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 113821 | 36 | Current | 0.21648 | 0.1795 | 6.0 | Employed | False | 640.0 | 659.0 | 5216.666667 | 1.0000 | 0 | 0 |
| 113822 | 60 | Current | 0.25359 | 0.2284 | 3.0 | Employed | True | 760.0 | 779.0 | 7483.333333 | 1.0000 | 0 | 0 |
| 113823 | 36 | Defaulted | 0.16941 | 0.1550 | NaN | Self-employed | True | 680.0 | 699.0 | 1808.333333 | 1.0000 | 0 | 0 |
| 113824 | 36 | Current | 0.11599 | 0.0879 | 10.0 | Employed | True | 780.0 | 799.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113825 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | False | 520.0 | 539.0 | 8833.333333 | 1.0000 | 0 | 0 |
| 113826 | 36 | Completed | 0.14709 | 0.1400 | NaN | Retired | True | 700.0 | 719.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113827 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Employed | False | 640.0 | 659.0 | 7416.666667 | 1.0000 | 0 | 0 |
| 113828 | 60 | Current | 0.27637 | 0.2506 | 3.0 | Employed | False | 680.0 | 699.0 | 5083.333333 | 0.8266 | 0 | 0 |
| 113829 | 12 | Completed | 0.23554 | 0.1576 | 7.0 | Employed | False | 640.0 | 659.0 | 15000.000000 | 1.0000 | 0 | 0 |
| 113830 | 36 | Chargedoff | 0.13915 | 0.1250 | NaN | Full-time | True | 740.0 | 759.0 | 7276.000000 | 1.0000 | 0 | 0 |
| 113831 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Employed | False | 680.0 | 699.0 | 2250.000000 | 1.0000 | 0 | 0 |
| 113832 | 60 | Current | 0.23718 | 0.2124 | 8.0 | Employed | False | 700.0 | 719.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 113833 | 36 | Chargedoff | 0.24507 | 0.2300 | NaN | Full-time | False | 560.0 | 579.0 | 5900.583333 | 1.0000 | 0 | 0 |
| 113834 | 12 | Completed | 0.17969 | 0.1224 | 8.0 | Employed | True | 700.0 | 719.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113835 | 36 | Chargedoff | 0.29926 | 0.2600 | 9.0 | Full-time | True | 640.0 | 659.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 113836 | 36 | Completed | 0.23794 | 0.2001 | 9.0 | Self-employed | True | 640.0 | 659.0 | 10333.333333 | 1.0000 | 0 | 0 |
| 113837 | 36 | Completed | 0.17170 | 0.1500 | 9.0 | Full-time | True | 720.0 | 739.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113838 | 60 | Current | 0.20679 | 0.1825 | 6.0 | Employed | True | 660.0 | 679.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113839 | 36 | Completed | 0.09378 | 0.0800 | NaN | Full-time | True | 720.0 | 739.0 | 1363.416667 | 1.0000 | 0 | 0 |
| 113840 | 36 | Defaulted | 0.22674 | 0.2000 | 10.0 | Full-time | False | 660.0 | 679.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 113841 | 60 | Current | 0.19988 | 0.1760 | 6.0 | Employed | False | 660.0 | 679.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113842 | 36 | Completed | 0.35898 | 0.2975 | 2.0 | Full-time | True | 640.0 | 659.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113843 | 36 | Completed | 0.15629 | 0.1420 | NaN | Full-time | False | 700.0 | 719.0 | 3250.000000 | 1.0000 | 0 | 0 |
| 113844 | 36 | Current | 0.15833 | 0.1299 | 10.0 | Employed | False | 720.0 | 739.0 | 4631.250000 | 1.0000 | 0 | 0 |
| 113845 | 36 | Current | 0.19501 | 0.1585 | 3.0 | Employed | True | 720.0 | 739.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113846 | 36 | Completed | 0.35132 | 0.3149 | 4.0 | Employed | True | 680.0 | 699.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113847 | 36 | Defaulted | 0.20735 | 0.2000 | NaN | Full-time | True | 740.0 | 759.0 | 9000.000000 | 1.0000 | 0 | 0 |
| 113848 | 36 | Completed | 0.30709 | 0.2875 | NaN | Not available | False | 0.0 | 19.0 | 833.333333 | 1.0000 | 0 | 0 |
| 113849 | 36 | Current | 0.19645 | 0.1599 | 6.0 | Employed | True | 660.0 | 679.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 113850 | 36 | Current | 0.14206 | 0.1139 | 6.0 | Employed | False | 700.0 | 719.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113851 | 36 | Current | 0.35132 | 0.3149 | 4.0 | Employed | True | 680.0 | 699.0 | 10416.666667 | 1.0000 | 0 | 0 |
| 113852 | 36 | Completed | 0.11345 | 0.1065 | NaN | Self-employed | True | 780.0 | 799.0 | 1958.333333 | 1.0000 | 0 | 0 |
| 113853 | 36 | Completed | 0.34770 | 0.3397 | NaN | Full-time | False | 620.0 | 639.0 | 3250.000000 | 1.0000 | 0 | 0 |
| 113854 | 36 | Current | 0.25781 | 0.2199 | 2.0 | Employed | False | 680.0 | 699.0 | 3416.666667 | 1.0000 | 0 | 0 |
| 113855 | 36 | Current | 0.14751 | 0.1189 | 11.0 | Full-time | False | 640.0 | 659.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113856 | 36 | Current | 0.28851 | 0.2499 | 6.0 | Other | True | 680.0 | 699.0 | 2466.250000 | 1.0000 | 0 | 0 |
| 113857 | 36 | Current | 0.28974 | 0.2511 | 6.0 | Self-employed | False | 720.0 | 739.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113858 | 60 | Current | 0.18852 | 0.1649 | 5.0 | Employed | False | 720.0 | 739.0 | 7666.666667 | 1.0000 | 0 | 0 |
| 113859 | 36 | Completed | 0.23635 | 0.2138 | NaN | Full-time | False | 560.0 | 579.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113860 | 36 | Current | 0.13109 | 0.1099 | 8.0 | Employed | False | 740.0 | 759.0 | 5966.666667 | 1.0000 | 0 | 0 |
| 113861 | 36 | Current | 0.25781 | 0.2199 | 7.0 | Employed | True | 640.0 | 659.0 | 4416.666667 | 1.0000 | 0 | 0 |
| 113862 | 36 | Current | 0.21372 | 0.1768 | 8.0 | Employed | True | 760.0 | 779.0 | 8000.000000 | 1.0000 | 0 | 0 |
| 113863 | 36 | Current | 0.12691 | 0.0990 | 6.0 | Employed | False | 760.0 | 779.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113864 | 36 | Completed | 0.17069 | 0.1490 | 8.0 | Employed | True | 820.0 | 839.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113865 | 60 | Completed | 0.27462 | 0.2489 | 7.0 | Employed | False | 660.0 | 679.0 | 13333.333333 | 1.0000 | 0 | 0 |
| 113866 | 36 | Completed | 0.20504 | 0.1829 | 1.0 | Self-employed | False | 640.0 | 659.0 | 14833.333333 | 1.0000 | 0 | 0 |
| 113867 | 60 | Current | 0.20808 | 0.1840 | 5.0 | Employed | False | 660.0 | 679.0 | 3083.333333 | 1.0000 | 0 | 0 |
| 113868 | 36 | Completed | 0.33608 | 0.3000 | 8.0 | Full-time | True | 680.0 | 699.0 | 8300.000000 | 1.0000 | 0 | 0 |
| 113869 | 60 | Completed | 0.24702 | 0.2220 | 4.0 | Employed | True | 660.0 | 679.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 113870 | 36 | Current | 0.23530 | 0.1979 | 5.0 | Employed | True | 680.0 | 699.0 | 6500.000000 | 1.0000 | 0 | 0 |
| 113871 | 36 | Current | 0.25279 | 0.2150 | 4.0 | Employed | True | 660.0 | 679.0 | 6266.666667 | 1.0000 | 0 | 0 |
| 113872 | 36 | Completed | 0.30503 | 0.2894 | NaN | Full-time | False | 540.0 | 559.0 | 3200.000000 | 1.0000 | 1 | 0 |
| 113873 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Employed | False | 640.0 | 659.0 | 2708.333333 | 1.0000 | 0 | 0 |
| 113874 | 36 | Current | 0.31032 | 0.2712 | 4.0 | Employed | False | 640.0 | 659.0 | 3430.583333 | 1.0000 | 0 | 0 |
| 113875 | 36 | Past Due (61-90 days) | 0.35132 | 0.3149 | 4.0 | Employed | True | 720.0 | 739.0 | 4702.166667 | 1.0000 | 0 | 0 |
| 113876 | 60 | Chargedoff | 0.23718 | 0.2124 | 8.0 | Other | False | 700.0 | 719.0 | 8666.666667 | 1.0000 | 0 | 0 |
| 113877 | 36 | Current | 0.12511 | 0.1040 | 9.0 | Employed | False | 720.0 | 739.0 | 7000.000000 | 1.0000 | 0 | 0 |
| 113878 | 36 | Completed | 0.28320 | 0.2600 | NaN | Full-time | True | 660.0 | 679.0 | 6083.333333 | 1.0000 | 0 | 0 |
| 113879 | 36 | Completed | 0.12562 | 0.1045 | NaN | Full-time | False | 640.0 | 659.0 | 2608.250000 | 1.0000 | 0 | 0 |
| 113880 | 36 | Completed | 0.15462 | 0.1475 | NaN | Full-time | False | 660.0 | 679.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 113881 | 60 | Current | 0.19681 | 0.1730 | 11.0 | Employed | True | 660.0 | 679.0 | 8166.666667 | 1.0000 | 0 | 0 |
| 113882 | 36 | Completed | 0.07439 | 0.0710 | 10.0 | Full-time | True | 720.0 | 739.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113883 | 36 | Current | 0.26917 | 0.2310 | 3.0 | Employed | False | 660.0 | 679.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 113884 | 60 | Current | 0.17532 | 0.1520 | 7.0 | Employed | True | 700.0 | 719.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113885 | 36 | Current | 0.20462 | 0.1679 | 5.0 | Employed | False | 740.0 | 759.0 | 4375.000000 | 1.0000 | 0 | 0 |
| 113886 | 36 | Current | 0.17601 | 0.1399 | 10.0 | Employed | False | 660.0 | 679.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113887 | 60 | Current | 0.21156 | 0.1874 | 3.0 | Employed | True | 700.0 | 719.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 113888 | 36 | Current | 0.14853 | 0.1199 | 5.0 | Employed | False | 760.0 | 779.0 | 1000.000000 | 1.0000 | 0 | 0 |
| 113889 | 12 | Chargedoff | 0.17969 | 0.1224 | 8.0 | Employed | False | 700.0 | 719.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113890 | 36 | Completed | 0.15462 | 0.1475 | NaN | Full-time | False | 660.0 | 679.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113891 | 36 | Completed | 0.19543 | 0.1808 | NaN | Full-time | False | 580.0 | 599.0 | 3250.000000 | 1.0000 | 0 | 0 |
| 113892 | 36 | Current | 0.15223 | 0.1239 | 7.0 | Employed | False | 640.0 | 659.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113893 | 36 | Current | 0.12081 | 0.0930 | 8.0 | Self-employed | True | 740.0 | 759.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113894 | 36 | Completed | 0.07339 | 0.0700 | 10.0 | Full-time | True | 800.0 | 819.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113895 | 60 | Current | 0.20398 | 0.1800 | 7.0 | Employed | True | 660.0 | 679.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113896 | 36 | Chargedoff | 0.32327 | 0.2995 | NaN | Part-time | False | 520.0 | 539.0 | 1166.666667 | 1.0000 | 0 | 0 |
| 113897 | 36 | Completed | 0.12550 | 0.1185 | NaN | Full-time | True | 780.0 | 799.0 | 3716.666667 | 1.0000 | 1 | 1 |
| 113898 | 36 | Completed | 0.16005 | 0.1385 | 8.0 | Part-time | False | 720.0 | 739.0 | 1539.166667 | 1.0000 | 0 | 0 |
| 113899 | 36 | Completed | 0.11296 | 0.0920 | 8.0 | Full-time | False | 760.0 | 779.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113900 | 36 | Current | 0.16678 | 0.1305 | 6.0 | Employed | False | 680.0 | 699.0 | 3466.666667 | 1.0000 | 0 | 0 |
| 113901 | 60 | Current | 0.15016 | 0.1274 | 8.0 | Employed | True | 720.0 | 739.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 113902 | 36 | Completed | 0.08805 | 0.0812 | NaN | NaN | False | NaN | NaN | 20833.333333 | 1.0000 | 0 | 0 |
| 113903 | 60 | Current | 0.18426 | 0.1605 | 4.0 | Self-employed | True | 700.0 | 719.0 | 3833.333333 | 1.0000 | 0 | 0 |
| 113904 | 36 | Chargedoff | 0.24753 | 0.2400 | NaN | Full-time | True | 640.0 | 659.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113905 | 36 | Chargedoff | 0.35797 | 0.3177 | 2.0 | Employed | True | 740.0 | 759.0 | 3250.000000 | 1.0000 | 0 | 0 |
| 113906 | 36 | Completed | 0.07479 | 0.0680 | NaN | Full-time | True | 780.0 | 799.0 | 5916.666667 | 1.0000 | 0 | 0 |
| 113907 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Employed | False | 640.0 | 659.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 113908 | 36 | Completed | 0.35858 | 0.3220 | 5.0 | Employed | False | 700.0 | 719.0 | 2833.333333 | 1.0000 | 0 | 0 |
| 113909 | 60 | Current | 0.27554 | 0.2498 | 7.0 | Employed | True | 800.0 | 819.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113910 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Employed | False | 640.0 | 659.0 | 18756.000000 | 1.0000 | 0 | 0 |
| 113911 | 36 | Current | 0.25330 | 0.2155 | 3.0 | Employed | False | 660.0 | 679.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113912 | 36 | Current | 0.06726 | 0.0605 | 11.0 | Employed | False | 800.0 | 819.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 113913 | 36 | Completed | 0.12410 | 0.1030 | 9.0 | Full-time | True | 780.0 | 799.0 | 9750.000000 | 1.0000 | 0 | 0 |
| 113914 | 36 | Defaulted | 0.25757 | 0.2500 | NaN | NaN | False | 520.0 | 539.0 | 2400.000000 | 1.0000 | 0 | 0 |
| 113915 | 36 | Completed | 0.22237 | 0.2000 | NaN | Full-time | True | 620.0 | 639.0 | 4416.666667 | 1.0000 | 1 | 0 |
| 113916 | 36 | Current | 0.33286 | 0.2932 | 6.0 | Employed | False | 660.0 | 679.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113917 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Employed | False | 660.0 | 679.0 | 1916.666667 | 1.0000 | 0 | 0 |
| 113918 | 36 | Defaulted | 0.12201 | 0.1080 | NaN | Full-time | True | 740.0 | 759.0 | 5583.333333 | 1.0000 | 0 | 0 |
| 113919 | 36 | Current | 0.27285 | 0.2346 | 3.0 | Other | True | 680.0 | 699.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 113920 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Employed | True | 740.0 | 759.0 | 5208.333333 | 1.0000 | 0 | 0 |
| 113921 | 36 | Completed | NaN | 0.0400 | NaN | NaN | False | NaN | NaN | 12500.000000 | 1.0000 | 0 | 0 |
| 113922 | 36 | Completed | 0.15094 | 0.1295 | NaN | Full-time | True | 640.0 | 659.0 | 5250.000000 | 1.0000 | 0 | 0 |
| 113923 | 36 | Completed | 0.22378 | 0.2089 | NaN | Full-time | True | 700.0 | 719.0 | 3966.666667 | 1.0000 | 0 | 0 |
| 113924 | 60 | Current | 0.17317 | 0.1499 | 8.0 | Employed | False | 640.0 | 659.0 | 3208.333333 | 1.0000 | 1 | 0 |
| 113925 | 36 | Current | 0.31032 | 0.2712 | 2.0 | Employed | False | 680.0 | 699.0 | 2333.333333 | 1.0000 | 0 | 0 |
| 113926 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 540.0 | 559.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 113927 | 36 | Completed | 0.07469 | 0.0679 | NaN | Full-time | True | 760.0 | 779.0 | 10333.333333 | 1.0000 | 2 | 0 |
| 113928 | 36 | Completed | 0.22362 | 0.1899 | 6.0 | Full-time | False | 740.0 | 759.0 | 2333.333333 | 1.0000 | 0 | 0 |
| 113929 | 36 | Completed | 0.30285 | 0.2639 | 3.0 | Employed | False | 660.0 | 679.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113930 | 36 | Current | 0.20053 | 0.1639 | 6.0 | Employed | True | 680.0 | 699.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113931 | 60 | Current | 0.15016 | 0.1274 | 6.0 | Employed | False | 800.0 | 819.0 | 8146.666667 | 1.0000 | 0 | 0 |
| 113932 | 36 | Current | 0.22354 | 0.1864 | 5.0 | Employed | True | 700.0 | 719.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113933 | 36 | FinalPaymentInProgress | 0.13220 | 0.1110 | 8.0 | Employed | True | 700.0 | 719.0 | 8041.666667 | 1.0000 | 0 | 0 |
| 113934 | 60 | Current | 0.23984 | 0.2150 | 3.0 | Employed | True | 700.0 | 719.0 | 2875.000000 | 1.0000 | 0 | 0 |
| 113935 | 60 | Completed | 0.28408 | 0.2605 | 5.0 | Full-time | True | 680.0 | 699.0 | 3875.000000 | 1.0000 | 0 | 0 |
| 113936 | 36 | Current | 0.13189 | 0.1039 | 7.0 | Employed | False | 680.0 | 699.0 | 4583.333333 | 1.0000 | 0 | 0 |
113937 rows × 13 columns
| Term | LoanStatus | BorrowerAPR | BorrowerRate | ProsperScore | EmploymentStatus | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 36 | Completed | 0.16516 | 0.1580 | NaN | Self-employed | True | 640.0 | 659.0 | 3083.333333 | 1.0000 | 0 | 0 |
| 1 | 36 | Current | 0.12016 | 0.0920 | 7.0 | Employed | False | 680.0 | 699.0 | 6125.000000 | 1.0000 | 0 | 0 |
| 2 | 36 | Completed | 0.28269 | 0.2750 | NaN | Not available | False | 480.0 | 499.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 3 | 36 | Current | 0.12528 | 0.0974 | 9.0 | Employed | True | 800.0 | 819.0 | 2875.000000 | 1.0000 | 0 | 0 |
| 4 | 36 | Current | 0.24614 | 0.2085 | 4.0 | Employed | True | 680.0 | 699.0 | 9583.333333 | 1.0000 | 0 | 0 |
| 5 | 60 | Current | 0.15425 | 0.1314 | 10.0 | Employed | True | 740.0 | 759.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 6 | 36 | Current | 0.31032 | 0.2712 | 2.0 | Employed | False | 680.0 | 699.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 7 | 36 | Current | 0.23939 | 0.2019 | 4.0 | Employed | False | 700.0 | 719.0 | 3355.750000 | 1.0000 | 0 | 0 |
| 8 | 36 | Current | 0.07620 | 0.0629 | 9.0 | Employed | True | 820.0 | 839.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 9 | 36 | Current | 0.07620 | 0.0629 | 11.0 | Employed | True | 820.0 | 839.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 10 | 60 | Current | 0.27462 | 0.2489 | 7.0 | Employed | False | 640.0 | 659.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 11 | 36 | Completed | 0.15033 | 0.1325 | NaN | Full-time | False | 640.0 | 659.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 12 | 36 | Past Due (1-15 days) | 0.17969 | 0.1435 | 4.0 | Employed | False | 680.0 | 699.0 | 2416.666667 | 1.0000 | 0 | 0 |
| 13 | 36 | Current | 0.13138 | 0.1034 | 8.0 | Employed | True | 740.0 | 759.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 14 | 60 | Current | 0.11695 | 0.0949 | 8.0 | Employed | False | 740.0 | 759.0 | 10833.333333 | 0.7731 | 0 | 0 |
| 15 | 36 | Defaulted | 0.35797 | 0.3177 | 5.0 | Other | True | 700.0 | 719.0 | 5500.000000 | 1.0000 | 0 | 0 |
| 16 | 60 | Current | 0.30748 | 0.2809 | 4.0 | Full-time | True | 640.0 | 659.0 | 8291.666667 | 1.0000 | 0 | 0 |
| 17 | 36 | Chargedoff | 0.13202 | 0.1250 | NaN | Not available | True | 760.0 | 779.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 18 | 36 | Current | 0.12528 | 0.0974 | 7.0 | Employed | False | 740.0 | 759.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 19 | 60 | Current | 0.24754 | 0.2225 | 8.0 | Employed | False | 680.0 | 699.0 | 3075.000000 | 1.0000 | 0 | 0 |
| 20 | 36 | Current | 0.16732 | 0.1314 | 7.0 | Employed | True | 660.0 | 679.0 | 5166.666667 | 1.0000 | 0 | 0 |
| 21 | 36 | Completed | 0.21488 | 0.2075 | NaN | Full-time | False | 620.0 | 639.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 22 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Other | False | 700.0 | 719.0 | 118.333333 | 1.0000 | 0 | 0 |
| 23 | 36 | Defaulted | 0.28032 | 0.2419 | 5.0 | Employed | False | 680.0 | 699.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 24 | 36 | Current | 0.19859 | 0.1620 | 5.0 | Employed | True | 660.0 | 679.0 | 2333.333333 | 1.0000 | 0 | 0 |
| 25 | 36 | Current | 0.30182 | 0.2629 | 3.0 | Employed | False | 680.0 | 699.0 | 6974.000000 | 1.0000 | 0 | 0 |
| 26 | 60 | Completed | 0.30748 | 0.2809 | 3.0 | Employed | False | 660.0 | 679.0 | 3885.916667 | 1.0000 | 0 | 0 |
| 27 | 36 | Completed | 0.11296 | 0.0920 | 9.0 | Full-time | True | 700.0 | 719.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 28 | 36 | Current | 0.20268 | 0.1660 | 4.0 | Employed | True | 720.0 | 739.0 | 3600.000000 | 1.0000 | 0 | 0 |
| 29 | 36 | Current | 0.15223 | 0.1239 | 6.0 | Employed | True | 740.0 | 759.0 | 10416.666667 | 1.0000 | 0 | 0 |
| 30 | 36 | Completed | 0.12782 | 0.0999 | 9.0 | Employed | False | 740.0 | 759.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 31 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Other | False | 680.0 | 699.0 | 2250.000000 | 1.0000 | 0 | 0 |
| 32 | 36 | Current | 0.16324 | 0.1274 | 8.0 | Employed | True | 660.0 | 679.0 | 7000.000000 | 1.0000 | 0 | 0 |
| 33 | 36 | Completed | 0.08191 | 0.0785 | 10.0 | Employed | False | 760.0 | 779.0 | 13083.333333 | 1.0000 | 0 | 0 |
| 34 | 36 | Current | 0.22966 | 0.1920 | 5.0 | Other | True | 640.0 | 659.0 | 4058.333333 | 1.0000 | 0 | 0 |
| 35 | 36 | Current | 0.19108 | 0.1621 | 8.0 | Employed | False | 700.0 | 719.0 | 3833.333333 | 1.0000 | 0 | 0 |
| 36 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Employed | True | 680.0 | 699.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 37 | 36 | Current | 0.28544 | 0.2469 | 6.0 | Employed | True | 640.0 | 659.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 38 | 36 | Current | 0.08930 | 0.0759 | 9.0 | Other | True | 800.0 | 819.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 39 | 36 | Completed | 0.15211 | 0.1450 | NaN | NaN | False | 680.0 | 699.0 | 9583.333333 | 1.0000 | 0 | 0 |
| 40 | 60 | Current | 0.19630 | 0.1725 | 4.0 | Self-employed | False | 680.0 | 699.0 | 12750.000000 | 1.0000 | 0 | 0 |
| 41 | 60 | Current | 0.23318 | 0.2085 | 8.0 | Employed | True | 700.0 | 719.0 | 9000.000000 | 1.0000 | 0 | 0 |
| 42 | 36 | Chargedoff | 0.30300 | 0.2900 | NaN | Not available | False | 520.0 | 539.0 | 416.666667 | 1.0000 | 0 | 0 |
| 43 | 36 | Current | 0.21290 | 0.1760 | 6.0 | Employed | False | 640.0 | 659.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 44 | 36 | Current | 0.21025 | 0.1734 | 5.0 | Employed | True | 720.0 | 739.0 | 8916.666667 | 1.0000 | 0 | 0 |
| 45 | 60 | Current | 0.13227 | 0.1099 | 7.0 | Employed | True | 740.0 | 759.0 | 16000.000000 | 1.0000 | 0 | 0 |
| 46 | 36 | Completed | 0.17170 | 0.1500 | NaN | Full-time | False | 660.0 | 679.0 | 3166.666667 | 1.0000 | 2 | 1 |
| 47 | 36 | Current | 0.15833 | 0.1299 | 8.0 | Employed | True | 680.0 | 699.0 | 5416.666667 | 1.0000 | 1 | 0 |
| 48 | 60 | Current | 0.17522 | 0.1519 | 6.0 | Employed | True | 720.0 | 739.0 | 14583.333333 | 1.0000 | 0 | 0 |
| 49 | 60 | Current | 0.11695 | 0.0949 | 10.0 | Employed | True | 780.0 | 799.0 | 7458.333333 | 1.0000 | 0 | 0 |
| 50 | 60 | Current | 0.23984 | 0.2150 | 5.0 | Employed | True | 640.0 | 659.0 | 7916.666667 | 1.0000 | 0 | 0 |
| 51 | 36 | Current | 0.20200 | 0.1799 | 8.0 | Employed | True | 640.0 | 659.0 | 4853.333333 | 1.0000 | 0 | 0 |
| 52 | 36 | Current | 0.14348 | 0.1153 | 6.0 | Employed | True | 720.0 | 739.0 | 8166.666667 | 1.0000 | 0 | 0 |
| 53 | 36 | Current | 0.31032 | 0.2712 | 4.0 | Employed | False | 640.0 | 659.0 | 4056.000000 | 1.0000 | 0 | 0 |
| 54 | 60 | Current | 0.20931 | 0.1852 | 5.0 | Employed | True | 720.0 | 739.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 55 | 36 | Current | 0.17601 | 0.1399 | 7.0 | Employed | False | 660.0 | 679.0 | 3416.666667 | 1.0000 | 0 | 0 |
| 56 | 36 | Current | 0.22415 | 0.1870 | 4.0 | Employed | False | 680.0 | 699.0 | 4734.333333 | 1.0000 | 0 | 0 |
| 57 | 36 | Chargedoff | 0.29394 | 0.2552 | 5.0 | Employed | True | 720.0 | 739.0 | 9166.666667 | 1.0000 | 0 | 0 |
| 58 | 60 | Current | 0.17522 | 0.1519 | 6.0 | Employed | False | 720.0 | 739.0 | 4666.666667 | 1.0000 | 0 | 0 |
| 59 | 36 | Completed | 0.16717 | 0.1600 | NaN | Full-time | False | 640.0 | 659.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 60 | 60 | Current | 0.19323 | 0.1695 | 7.0 | Employed | True | 700.0 | 719.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 61 | 36 | Current | 0.16324 | 0.1274 | 8.0 | Employed | True | 660.0 | 679.0 | 7108.333333 | 1.0000 | 0 | 0 |
| 62 | 36 | Chargedoff | 0.23748 | 0.2300 | NaN | Full-time | False | 600.0 | 619.0 | 3891.666667 | 1.0000 | 0 | 0 |
| 63 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | True | 620.0 | 639.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 64 | 36 | Current | 0.30899 | 0.2699 | 4.0 | Employed | True | 680.0 | 699.0 | 3166.666667 | 1.0000 | 0 | 0 |
| 65 | 36 | Current | 0.19744 | 0.1605 | 4.0 | Other | True | 660.0 | 679.0 | 4666.666667 | 1.0000 | 0 | 0 |
| 66 | 36 | Completed | 0.16802 | 0.1500 | NaN | Not employed | False | 620.0 | 639.0 | 860.000000 | 1.0000 | 0 | 0 |
| 67 | 12 | Completed | 0.35843 | 0.2669 | 3.0 | Employed | False | 600.0 | 619.0 | 4777.000000 | 1.0000 | 0 | 0 |
| 68 | 36 | Completed | 0.21554 | 0.1970 | NaN | Full-time | True | 580.0 | 599.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 69 | 60 | Current | 0.13636 | 0.1139 | 11.0 | Self-employed | True | 700.0 | 719.0 | 2700.000000 | 1.0000 | 0 | 0 |
| 70 | 36 | Current | 0.24246 | 0.2049 | 6.0 | Employed | False | 640.0 | 659.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 71 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | True | 760.0 | 779.0 | 2916.666667 | 0.9247 | 0 | 0 |
| 72 | 36 | Completed | 0.29510 | 0.2599 | 6.0 | Employed | False | 660.0 | 679.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 73 | 36 | Current | 0.26528 | 0.2272 | 3.0 | Employed | True | 700.0 | 719.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 74 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Employed | True | 680.0 | 699.0 | 5314.250000 | 1.0000 | 0 | 0 |
| 75 | 36 | Chargedoff | 0.32538 | 0.2859 | 2.0 | Employed | False | 660.0 | 679.0 | 4750.000000 | 1.0000 | 0 | 0 |
| 76 | 36 | Completed | 0.25861 | 0.2500 | NaN | Not available | True | 540.0 | 559.0 | 8583.333333 | 1.0000 | 0 | 0 |
| 77 | 36 | Completed | 0.13109 | 0.1099 | 8.0 | Full-time | True | 760.0 | 779.0 | 6466.666667 | 1.0000 | 0 | 0 |
| 78 | 36 | Chargedoff | 0.18454 | 0.1700 | NaN | Full-time | True | 720.0 | 739.0 | 0.000000 | 1.0000 | 0 | 0 |
| 79 | 36 | Current | 0.24246 | 0.2049 | 5.0 | Employed | False | 740.0 | 759.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 80 | 36 | Current | 0.27776 | 0.2394 | 4.0 | Employed | False | 640.0 | 659.0 | 1061.500000 | 1.0000 | 0 | 0 |
| 81 | 60 | Current | 0.12216 | 0.1000 | 10.0 | Employed | False | 780.0 | 799.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 82 | 36 | Past Due (16-30 days) | 0.33286 | 0.2932 | 2.0 | Employed | False | 600.0 | 619.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 83 | 36 | Chargedoff | 0.33553 | 0.2958 | 6.0 | Employed | False | 660.0 | 679.0 | 3250.000000 | 1.0000 | 0 | 0 |
| 84 | 60 | Current | 0.22283 | 0.1984 | 5.0 | Employed | True | 760.0 | 779.0 | 5083.333333 | 1.0000 | 0 | 0 |
| 85 | 60 | Current | 0.21166 | 0.1875 | 4.0 | Employed | True | 660.0 | 679.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 86 | 36 | Current | 0.22773 | 0.1905 | 4.0 | Employed | True | 640.0 | 659.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 87 | 36 | Completed | 0.33973 | 0.2999 | 3.0 | Employed | True | 640.0 | 659.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 88 | 36 | Completed | 0.35643 | 0.3199 | 3.0 | Employed | True | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 89 | 36 | Current | 0.21372 | 0.1768 | 8.0 | Employed | False | 660.0 | 679.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 90 | 36 | Completed | 0.19178 | 0.1845 | NaN | Not available | True | 600.0 | 619.0 | 1833.333333 | 1.0000 | 0 | 0 |
| 91 | 36 | Completed | 0.35858 | 0.3220 | 5.0 | Employed | False | 700.0 | 719.0 | 2250.000000 | 1.0000 | 0 | 0 |
| 92 | 36 | Completed | 0.08292 | 0.0755 | NaN | NaN | True | 820.0 | 839.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 93 | 60 | Chargedoff | 0.27462 | 0.2489 | 7.0 | Employed | True | 680.0 | 699.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 94 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Employed | True | 700.0 | 719.0 | 5196.250000 | 1.0000 | 0 | 0 |
| 95 | 36 | Current | 0.12691 | 0.0990 | 8.0 | Employed | True | 680.0 | 699.0 | 14833.333333 | 1.0000 | 0 | 0 |
| 96 | 60 | Current | 0.23718 | 0.2124 | 8.0 | Employed | False | 720.0 | 739.0 | 2583.333333 | 1.0000 | 0 | 0 |
| 97 | 36 | Current | 0.23121 | 0.1939 | 6.0 | Employed | False | 640.0 | 659.0 | 1500.000000 | 1.0000 | 0 | 0 |
| 98 | 36 | Current | 0.17151 | 0.1355 | 9.0 | Employed | True | 640.0 | 659.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 99 | 60 | Current | 0.10878 | 0.0869 | 10.0 | Other | False | 800.0 | 819.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 100 | 36 | Chargedoff | 0.35356 | 0.3134 | 3.0 | Not employed | False | 720.0 | 739.0 | 0.000000 | 1.0000 | 0 | 0 |
| 101 | 36 | Chargedoff | 0.20421 | 0.1895 | NaN | Full-time | True | 560.0 | 579.0 | 7416.666667 | 1.0000 | 1 | 0 |
| 102 | 36 | Completed | 0.15529 | 0.1338 | 9.0 | Full-time | True | 720.0 | 739.0 | 15000.000000 | 1.0000 | 0 | 0 |
| 103 | 36 | Chargedoff | 0.26681 | 0.2287 | 2.0 | Self-employed | True | 680.0 | 699.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 104 | 36 | Current | 0.19859 | 0.1620 | 5.0 | Employed | False | 660.0 | 679.0 | 4916.666667 | 1.0000 | 0 | 0 |
| 105 | 36 | Chargedoff | 0.30532 | 0.2699 | 6.0 | Employed | False | 640.0 | 659.0 | 2666.666667 | 1.0000 | 0 | 0 |
| 106 | 36 | Current | 0.19088 | 0.1619 | 6.0 | Employed | False | 660.0 | 679.0 | 4699.000000 | 1.0000 | 0 | 0 |
| 107 | 36 | Defaulted | 0.35797 | 0.3177 | 2.0 | Employed | False | 720.0 | 739.0 | 2833.333333 | 1.0000 | 0 | 0 |
| 108 | 36 | Completed | 0.28320 | 0.2600 | NaN | Full-time | False | 640.0 | 659.0 | 0.000000 | 1.0000 | 0 | 0 |
| 109 | 36 | Completed | 0.14476 | 0.1234 | 9.0 | Full-time | True | 660.0 | 679.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 110 | 36 | Completed | 0.34631 | 0.3100 | 5.0 | Full-time | True | 640.0 | 659.0 | 4666.666667 | 1.0000 | 0 | 0 |
| 111 | 36 | Current | 0.28370 | 0.2452 | 6.0 | Employed | True | 700.0 | 719.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 112 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Employed | True | 740.0 | 759.0 | 2583.333333 | 1.0000 | 0 | 0 |
| 113 | 36 | Completed | 0.30564 | 0.2900 | NaN | Self-employed | False | 520.0 | 539.0 | 4166.666667 | 1.0000 | 1 | 0 |
| 114 | 36 | Completed | 0.16727 | 0.1601 | NaN | Full-time | True | 660.0 | 679.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 115 | 60 | Current | 0.22140 | 0.1970 | 6.0 | Employed | False | 700.0 | 719.0 | 4490.833333 | 1.0000 | 0 | 0 |
| 116 | 60 | Current | 0.19988 | 0.1760 | 6.0 | Employed | True | 700.0 | 719.0 | 7666.666667 | 1.0000 | 0 | 0 |
| 117 | 36 | Completed | 0.10235 | 0.0885 | NaN | Part-time | False | 740.0 | 759.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 118 | 36 | Current | 0.17359 | 0.1449 | 8.0 | Employed | True | 720.0 | 739.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 119 | 36 | Current | 0.22108 | 0.1840 | 4.0 | Employed | False | 720.0 | 739.0 | 6083.333333 | 1.0000 | 0 | 0 |
| 120 | 60 | Current | 0.18913 | 0.1655 | 3.0 | Employed | True | 760.0 | 779.0 | 3208.500000 | 1.0000 | 0 | 0 |
| 121 | 36 | Completed | 0.15428 | 0.1400 | NaN | Full-time | True | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 122 | 36 | Completed | 0.08718 | 0.0700 | NaN | Not available | False | 720.0 | 739.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 123 | 36 | Completed | 0.13223 | 0.1252 | NaN | Full-time | False | 780.0 | 799.0 | 2293.333333 | 1.0000 | 0 | 0 |
| 124 | 60 | Current | 0.20081 | 0.1769 | 6.0 | Employed | True | 720.0 | 739.0 | 7916.666667 | 1.0000 | 0 | 0 |
| 125 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.000000 | 1.0000 | 0 | 0 |
| 126 | 36 | Current | 0.13799 | 0.1099 | 10.0 | Employed | True | 800.0 | 819.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 127 | 36 | Chargedoff | 0.29743 | 0.2745 | NaN | Full-time | False | 520.0 | 539.0 | 2946.666667 | 1.0000 | 0 | 0 |
| 128 | 36 | Defaulted | 0.18824 | 0.1700 | NaN | Not available | True | 500.0 | 519.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 129 | 36 | Current | 0.28032 | 0.2419 | 2.0 | Employed | False | 660.0 | 679.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 130 | 60 | Completed | 0.24754 | 0.2225 | 6.0 | Employed | True | 660.0 | 679.0 | 4833.333333 | 1.0000 | 0 | 0 |
| 131 | 36 | Completed | 0.20623 | 0.1915 | NaN | Part-time | False | 740.0 | 759.0 | 833.333333 | 1.0000 | 0 | 0 |
| 132 | 36 | Completed | 0.13012 | 0.1240 | NaN | Full-time | True | 680.0 | 699.0 | 4161.916667 | 1.0000 | 0 | 0 |
| 133 | 60 | Current | 0.15936 | 0.1364 | 8.0 | Employed | False | 740.0 | 759.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 134 | 36 | Current | 0.28544 | 0.2469 | 4.0 | Employed | False | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 135 | 36 | Current | 0.33215 | 0.2925 | 2.0 | Employed | False | 640.0 | 659.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 136 | 36 | Completed | 0.21679 | 0.1945 | NaN | Full-time | False | 660.0 | 679.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 137 | 36 | Current | 0.21648 | 0.1795 | 4.0 | Employed | False | 660.0 | 679.0 | 1416.666667 | 1.0000 | 0 | 0 |
| 138 | 36 | Defaulted | 0.33973 | 0.2999 | 3.0 | Employed | True | 620.0 | 639.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 139 | 36 | Past Due (1-15 days) | 0.33973 | 0.2999 | 3.0 | Other | False | 600.0 | 619.0 | 1835.416667 | 1.0000 | 0 | 0 |
| 140 | 36 | Completed | 0.12198 | 0.1009 | 9.0 | Full-time | False | 760.0 | 779.0 | 4833.333333 | 1.0000 | 1 | 0 |
| 141 | 60 | Current | 0.26877 | 0.2432 | 4.0 | Employed | False | 640.0 | 659.0 | 4423.333333 | 1.0000 | 0 | 0 |
| 142 | 36 | Chargedoff | 0.15882 | 0.1445 | NaN | Full-time | True | 700.0 | 719.0 | 4750.000000 | 1.0000 | 0 | 0 |
| 143 | 60 | Current | 0.19630 | 0.1725 | 4.0 | Employed | True | 680.0 | 699.0 | 6653.916667 | 1.0000 | 0 | 0 |
| 144 | 36 | Current | 0.28780 | 0.2492 | 7.0 | Employed | True | 680.0 | 699.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 145 | 36 | Current | 0.20053 | 0.1639 | 6.0 | Employed | True | 720.0 | 739.0 | 9416.666667 | 1.0000 | 0 | 0 |
| 146 | 36 | Completed | 0.09939 | 0.0925 | NaN | NaN | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 147 | 36 | Completed | 0.09191 | 0.0712 | 10.0 | Full-time | False | 820.0 | 839.0 | 4169.333333 | 1.0000 | 0 | 0 |
| 148 | 36 | Current | 0.09434 | 0.0809 | 8.0 | Employed | True | 700.0 | 719.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 149 | 36 | Current | 0.28943 | 0.2504 | 2.0 | Employed | True | 680.0 | 699.0 | 7166.666667 | 1.0000 | 0 | 0 |
| 150 | 36 | Completed | 0.08641 | 0.0830 | NaN | Full-time | True | 840.0 | 859.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 151 | 60 | Current | 0.28324 | 0.2573 | 6.0 | Employed | True | 720.0 | 739.0 | 6500.000000 | 1.0000 | 0 | 0 |
| 152 | 36 | Current | 0.24614 | 0.2085 | 3.0 | Employed | True | 700.0 | 719.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 153 | 60 | Current | 0.26333 | 0.2379 | 4.0 | Employed | True | 660.0 | 679.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 154 | 60 | Current | 0.21115 | 0.1870 | 3.0 | Employed | True | 700.0 | 719.0 | 6500.000000 | 1.0000 | 0 | 0 |
| 155 | 60 | Completed | 0.20705 | 0.1830 | 7.0 | Employed | False | 680.0 | 699.0 | 6333.333333 | 1.0000 | 0 | 0 |
| 156 | 36 | Completed | 0.18454 | 0.1700 | NaN | Full-time | True | 680.0 | 699.0 | 8500.000000 | 1.0000 | 0 | 0 |
| 157 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Employed | True | 680.0 | 699.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 158 | 36 | Current | 0.09469 | 0.0809 | 11.0 | Employed | False | 700.0 | 719.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 159 | 36 | Completed | 0.23808 | 0.2155 | 8.0 | Full-time | False | 700.0 | 719.0 | 3493.750000 | 1.0000 | 0 | 0 |
| 160 | 60 | Current | 0.16662 | 0.1435 | 6.0 | Employed | True | 680.0 | 699.0 | 8458.333333 | 1.0000 | 0 | 0 |
| 161 | 36 | Current | 0.17151 | 0.1355 | 4.0 | Other | True | 680.0 | 699.0 | 2429.166667 | 1.0000 | 0 | 0 |
| 162 | 36 | Completed | 0.08483 | 0.0780 | NaN | NaN | False | 760.0 | 779.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 163 | 36 | Current | 0.09484 | 0.0814 | 8.0 | Other | True | 800.0 | 819.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 164 | 36 | Completed | 0.16436 | 0.1500 | NaN | Full-time | False | 520.0 | 539.0 | 4958.333333 | 1.0000 | 1 | 1 |
| 165 | 36 | Completed | 0.09643 | 0.0930 | 8.0 | Full-time | True | 840.0 | 859.0 | 5250.000000 | 1.0000 | 0 | 0 |
| 166 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Employed | True | 640.0 | 659.0 | 4800.000000 | 1.0000 | 0 | 0 |
| 167 | 60 | Current | 0.20347 | 0.1795 | 4.0 | Employed | True | 720.0 | 739.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 168 | 36 | Current | 0.21290 | 0.1760 | 7.0 | Employed | False | 660.0 | 679.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 169 | 36 | Current | 0.13734 | 0.1089 | 6.0 | Employed | True | 700.0 | 719.0 | 7220.583333 | 1.0000 | 0 | 0 |
| 170 | 36 | Completed | 0.28851 | 0.2499 | 5.0 | Not employed | True | 760.0 | 779.0 | 0.000000 | 1.0000 | 0 | 0 |
| 171 | 36 | Completed | 0.11296 | 0.0920 | 9.0 | Full-time | True | 760.0 | 779.0 | 5586.500000 | 1.0000 | 0 | 0 |
| 172 | 36 | Chargedoff | 0.24753 | 0.2400 | NaN | Not available | False | 580.0 | 599.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 173 | 36 | Completed | 0.10642 | 0.0995 | NaN | Full-time | True | 780.0 | 799.0 | 3616.083333 | 1.0000 | 0 | 0 |
| 174 | 36 | Current | 0.09988 | 0.0864 | 10.0 | Employed | False | 720.0 | 739.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 175 | 60 | Current | 0.21832 | 0.1940 | 4.0 | Employed | True | 660.0 | 679.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 176 | 36 | Current | 0.32446 | 0.2850 | 3.0 | Employed | False | 640.0 | 659.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 177 | 36 | Current | 0.18316 | 0.1469 | 6.0 | Employed | True | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 178 | 36 | Completed | 0.24856 | 0.2400 | NaN | Not available | False | 500.0 | 519.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 179 | 36 | Defaulted | 0.34731 | 0.3073 | 1.0 | Employed | True | 660.0 | 679.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 180 | 36 | Current | 0.23438 | 0.1970 | 3.0 | Employed | False | 680.0 | 699.0 | 2841.916667 | 1.0000 | 0 | 0 |
| 181 | 36 | Current | 0.33215 | 0.2925 | 3.0 | Employed | True | 640.0 | 659.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 182 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Employed | True | 680.0 | 699.0 | 5333.333333 | 1.0000 | 0 | 0 |
| 183 | 36 | Current | 0.13697 | 0.1089 | 8.0 | Employed | True | 680.0 | 699.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 184 | 36 | Defaulted | 0.26590 | 0.2500 | NaN | Not available | False | 480.0 | 499.0 | 200.000000 | 1.0000 | 0 | 0 |
| 185 | 36 | Defaulted | 0.27119 | 0.2365 | 6.0 | Self-employed | True | 860.0 | 879.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 186 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.000000 | 1.0000 | 0 | 0 |
| 187 | 36 | Current | 0.20462 | 0.1679 | 4.0 | Other | True | 700.0 | 719.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 188 | 36 | Completed | 0.19835 | 0.1800 | NaN | Retired | False | 640.0 | 659.0 | 1000.000000 | 1.0000 | 0 | 0 |
| 189 | 60 | Current | 0.18197 | 0.1585 | 8.0 | Employed | True | 680.0 | 699.0 | 9500.000000 | 1.0000 | 0 | 0 |
| 190 | 60 | Current | 0.19988 | 0.1760 | 6.0 | Employed | False | 700.0 | 719.0 | 7666.666667 | 1.0000 | 0 | 0 |
| 191 | 36 | Defaulted | 0.30781 | 0.3000 | NaN | Not available | False | 600.0 | 619.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 192 | 60 | Current | 0.29998 | 0.2736 | 4.0 | Employed | False | 640.0 | 659.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 193 | 36 | Defaulted | 0.23937 | 0.2300 | NaN | NaN | False | 540.0 | 559.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 194 | 36 | Completed | 0.29510 | 0.2599 | 5.0 | Employed | False | 720.0 | 739.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 195 | 60 | Current | 0.20081 | 0.1769 | 5.0 | Employed | True | 720.0 | 739.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 196 | 60 | Current | 0.15752 | 0.1346 | 9.0 | Employed | True | 840.0 | 859.0 | 33333.333333 | 1.0000 | 0 | 0 |
| 197 | 36 | Completed | 0.19108 | 0.1621 | 8.0 | Employed | False | 660.0 | 679.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 198 | 36 | Completed | 0.29265 | 0.2575 | 8.0 | Employed | False | 660.0 | 679.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 199 | 36 | Current | 0.11599 | 0.0879 | 10.0 | Employed | True | 740.0 | 759.0 | 9583.333333 | 1.0000 | 0 | 0 |
| 200 | 36 | Chargedoff | 0.35643 | 0.3199 | 2.0 | Employed | False | 740.0 | 759.0 | 5500.000000 | 1.0000 | 0 | 0 |
| 201 | 36 | Completed | 0.15713 | 0.1500 | NaN | Self-employed | False | 680.0 | 699.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 202 | 36 | Current | 0.22712 | 0.1899 | 5.0 | Employed | False | 700.0 | 719.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 203 | 36 | Current | 0.12274 | 0.0949 | 8.0 | Employed | False | 700.0 | 719.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 204 | 60 | Current | 0.27246 | 0.2468 | 7.0 | Employed | True | 780.0 | 799.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 205 | 36 | Current | 0.07922 | 0.0659 | 10.0 | Employed | True | 740.0 | 759.0 | 13750.000000 | 1.0000 | 0 | 0 |
| 206 | 36 | Defaulted | 0.27767 | 0.2700 | NaN | NaN | False | NaN | NaN | 9166.666667 | 1.0000 | 0 | 0 |
| 207 | 60 | Current | 0.18580 | 0.1620 | 7.0 | Employed | False | 680.0 | 699.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 208 | 60 | Current | 0.23318 | 0.2085 | 8.0 | Employed | True | 700.0 | 719.0 | 17500.000000 | 1.0000 | 0 | 0 |
| 209 | 36 | Current | 0.31790 | 0.2786 | 2.0 | Employed | True | 700.0 | 719.0 | 7916.666667 | 1.0000 | 0 | 0 |
| 210 | 36 | Completed | 0.16607 | 0.1589 | NaN | Full-time | True | 640.0 | 659.0 | 5438.333333 | 1.0000 | 1 | 0 |
| 211 | 60 | Current | 0.19681 | 0.1730 | 7.0 | Employed | False | 700.0 | 719.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 212 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | True | 660.0 | 679.0 | 3708.333333 | 1.0000 | 0 | 0 |
| 213 | 36 | Defaulted | 0.16184 | 0.1499 | NaN | Full-time | True | 780.0 | 799.0 | 3166.666667 | 1.0000 | 0 | 0 |
| 214 | 60 | Current | 0.24282 | 0.2179 | 5.0 | Employed | False | 700.0 | 719.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 215 | 36 | Defaulted | 0.18726 | 0.1800 | NaN | Not available | True | 660.0 | 679.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 216 | 36 | Current | 0.31790 | 0.2786 | 2.0 | Self-employed | True | 700.0 | 719.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 217 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 540.0 | 559.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 218 | 36 | Chargedoff | 0.19236 | 0.1559 | 4.0 | Self-employed | True | 720.0 | 739.0 | 4416.666667 | 1.0000 | 0 | 0 |
| 219 | 36 | Completed | 0.21933 | 0.1970 | 9.0 | Full-time | False | 640.0 | 659.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 220 | 36 | Defaulted | 0.30564 | 0.2900 | NaN | Full-time | False | 580.0 | 599.0 | 3744.333333 | 1.0000 | 0 | 0 |
| 221 | 60 | Current | 0.15629 | 0.1334 | 8.0 | Employed | False | 720.0 | 739.0 | 5391.583333 | 1.0000 | 0 | 0 |
| 222 | 36 | Defaulted | 0.12720 | 0.1202 | NaN | Full-time | True | 780.0 | 799.0 | 12083.333333 | 1.0000 | 0 | 0 |
| 223 | 36 | Completed | 0.13799 | 0.1099 | 6.0 | Employed | False | 720.0 | 739.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 224 | 36 | Current | 0.13799 | 0.1099 | 11.0 | Employed | True | 720.0 | 739.0 | 33333.333333 | 1.0000 | 0 | 0 |
| 225 | 36 | Current | 0.23121 | 0.1939 | 6.0 | Employed | True | 640.0 | 659.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 226 | 36 | Completed | 0.11749 | 0.1000 | NaN | Full-time | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 227 | 36 | Current | 0.20217 | 0.1655 | 6.0 | Employed | False | 660.0 | 679.0 | 11666.666667 | 1.0000 | 0 | 0 |
| 228 | 60 | Current | 0.21576 | 0.1915 | 5.0 | Employed | False | 660.0 | 679.0 | 3416.666667 | 1.0000 | 0 | 0 |
| 229 | 36 | Current | 0.22773 | 0.1905 | 4.0 | Other | False | 700.0 | 719.0 | 1250.000000 | 1.0000 | 0 | 0 |
| 230 | 60 | Completed | 0.14453 | 0.1219 | 7.0 | Employed | True | 700.0 | 719.0 | 3666.666667 | 1.0000 | 0 | 0 |
| 231 | 36 | Current | 0.09434 | 0.0809 | 8.0 | Employed | True | 720.0 | 739.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 232 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Employed | True | 640.0 | 659.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 233 | 36 | Current | 0.27285 | 0.2346 | 6.0 | Other | False | 600.0 | 619.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 234 | 60 | Current | 0.16499 | 0.1419 | 9.0 | Employed | True | 800.0 | 819.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 235 | 60 | Current | 0.20398 | 0.1800 | 7.0 | Employed | True | 720.0 | 739.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 236 | 36 | Current | 0.06726 | 0.0605 | 11.0 | Employed | True | 820.0 | 839.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 237 | 36 | Current | 0.19859 | 0.1620 | 3.0 | Other | False | 700.0 | 719.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 238 | 60 | Current | 0.23462 | 0.2099 | 5.0 | Employed | True | 700.0 | 719.0 | 4416.666667 | 1.0000 | 0 | 0 |
| 239 | 36 | Completed | 0.11766 | 0.0899 | 8.0 | Employed | True | 680.0 | 699.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 240 | 36 | Completed | 0.28851 | 0.2499 | 6.0 | Employed | True | 720.0 | 739.0 | 2291.666667 | 1.0000 | 0 | 0 |
| 241 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 560.0 | 579.0 | 2702.916667 | 1.0000 | 0 | 0 |
| 242 | 36 | Completed | 0.35858 | 0.3220 | 5.0 | Employed | True | 680.0 | 699.0 | 4504.166667 | 1.0000 | 0 | 0 |
| 243 | 36 | Current | 0.18633 | 0.1500 | 4.0 | Employed | False | 680.0 | 699.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 244 | 36 | Current | 0.33286 | 0.2932 | 2.0 | Employed | False | 600.0 | 619.0 | 5250.000000 | 1.0000 | 0 | 0 |
| 245 | 12 | Completed | 0.11893 | 0.0817 | 9.0 | Employed | False | 740.0 | 759.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 246 | 60 | Current | 0.25102 | 0.2259 | 4.0 | Employed | True | 720.0 | 739.0 | 9166.666667 | 1.0000 | 0 | 0 |
| 247 | 36 | Completed | 0.19582 | 0.1775 | NaN | NaN | False | 540.0 | 559.0 | 2666.666667 | 1.0000 | 0 | 0 |
| 248 | 36 | Completed | 0.22593 | 0.2010 | 10.0 | Full-time | False | 660.0 | 679.0 | 4333.333333 | 1.0000 | 1 | 0 |
| 249 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 480.0 | 499.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 250 | 36 | Completed | 0.08857 | 0.0800 | NaN | NaN | False | 720.0 | 739.0 | 6416.666667 | 1.0000 | 0 | 0 |
| 251 | 36 | Defaulted | 0.16647 | 0.1593 | NaN | Not available | True | 700.0 | 719.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 252 | 36 | Chargedoff | 0.29925 | 0.2900 | NaN | Not available | False | 520.0 | 539.0 | 2116.666667 | 1.0000 | 0 | 0 |
| 253 | 36 | Completed | 0.31053 | 0.2750 | 8.0 | Employed | False | 660.0 | 679.0 | 2583.333333 | 1.0000 | 0 | 0 |
| 254 | 36 | Current | 0.31032 | 0.2712 | 2.0 | Employed | False | 660.0 | 679.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 255 | 36 | Completed | 0.26079 | 0.2379 | 7.0 | Full-time | False | 660.0 | 679.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 256 | 36 | Current | 0.21434 | 0.1774 | 4.0 | Employed | False | 720.0 | 739.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 257 | 36 | Current | 0.14243 | 0.1139 | 10.0 | Employed | False | 680.0 | 699.0 | 11416.666667 | 1.0000 | 0 | 0 |
| 258 | 36 | Completed | 0.16461 | 0.1430 | NaN | Full-time | False | 620.0 | 639.0 | 1500.000000 | 1.0000 | 0 | 0 |
| 259 | 36 | Completed | 0.15651 | 0.1350 | NaN | Full-time | False | 640.0 | 659.0 | 1583.333333 | 1.0000 | 0 | 0 |
| 260 | 36 | Chargedoff | 0.35132 | 0.3149 | 4.0 | Employed | False | 720.0 | 739.0 | 2666.666667 | 1.0000 | 0 | 0 |
| 261 | 36 | Completed | 0.10336 | 0.0895 | NaN | Full-time | True | 740.0 | 759.0 | 4833.333333 | 1.0000 | 0 | 0 |
| 262 | 36 | Chargedoff | 0.33553 | 0.2958 | 6.0 | Employed | True | 640.0 | 659.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 263 | 36 | Current | 0.13138 | 0.1034 | 7.0 | Employed | False | 740.0 | 759.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 264 | 36 | Completed | 0.19110 | 0.1820 | NaN | Full-time | False | 640.0 | 659.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 265 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Employed | False | 680.0 | 699.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 266 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Employed | True | 680.0 | 699.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 267 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Employed | True | 680.0 | 699.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 268 | 36 | Current | 0.27285 | 0.2346 | 6.0 | Employed | False | 700.0 | 719.0 | 916.666667 | 1.0000 | 0 | 0 |
| 269 | 36 | Completed | 0.37402 | 0.3495 | 5.0 | Full-time | False | 620.0 | 639.0 | 3958.333333 | 1.0000 | 1 | 0 |
| 270 | 60 | Current | 0.28324 | 0.2573 | 6.0 | Employed | False | 720.0 | 739.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 271 | 36 | Completed | 0.24753 | 0.2400 | NaN | Full-time | True | 640.0 | 659.0 | 6166.666667 | 1.0000 | 0 | 0 |
| 272 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Employed | False | 680.0 | 699.0 | 1000.000000 | 1.0000 | 0 | 0 |
| 273 | 36 | Completed | 0.30271 | 0.2900 | NaN | Full-time | False | 540.0 | 559.0 | 3333.333333 | 1.0000 | 1 | 0 |
| 274 | 36 | Current | 0.16324 | 0.1274 | 4.0 | Employed | False | 700.0 | 719.0 | 7000.000000 | 1.0000 | 0 | 0 |
| 275 | 36 | Completed | 0.20896 | 0.1905 | NaN | Not available | False | 560.0 | 579.0 | 2333.333333 | 1.0000 | 0 | 0 |
| 276 | 60 | Current | 0.27462 | 0.2489 | 6.0 | Employed | True | 760.0 | 779.0 | 7333.333333 | 1.0000 | 0 | 0 |
| 277 | 60 | Current | 0.15868 | 0.1355 | 11.0 | Full-time | False | 680.0 | 699.0 | 6833.333333 | 1.0000 | 0 | 0 |
| 278 | 60 | Current | 0.15449 | 0.1314 | 9.0 | Employed | False | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 279 | 60 | Current | 0.15936 | 0.1364 | 9.0 | Employed | False | 740.0 | 759.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 280 | 36 | Completed | 0.35797 | 0.3177 | 1.0 | Employed | True | 660.0 | 679.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 281 | 36 | Current | 0.29394 | 0.2552 | 5.0 | Employed | True | 720.0 | 739.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 282 | 36 | Current | 0.18725 | 0.1509 | 4.0 | Other | True | 760.0 | 779.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 283 | 36 | Completed | 0.16056 | 0.1390 | 9.0 | Employed | False | 720.0 | 739.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 284 | 36 | Chargedoff | 0.22456 | 0.1874 | 4.0 | Employed | False | 680.0 | 699.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 285 | 36 | Current | 0.21945 | 0.1824 | 4.0 | Employed | True | 680.0 | 699.0 | 4208.333333 | 1.0000 | 0 | 0 |
| 286 | 36 | Current | 0.30532 | 0.2699 | 7.0 | Employed | False | 740.0 | 759.0 | 2375.000000 | 1.0000 | 0 | 0 |
| 287 | 36 | Completed | 0.29510 | 0.2599 | 6.0 | Employed | False | 700.0 | 719.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 288 | 60 | Current | 0.28848 | 0.2624 | 3.0 | Employed | True | 660.0 | 679.0 | 9250.000000 | 1.0000 | 0 | 0 |
| 289 | 36 | Current | 0.30532 | 0.2699 | 6.0 | Employed | False | 680.0 | 699.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 290 | 36 | Current | 0.16732 | 0.1314 | 7.0 | Employed | True | 680.0 | 699.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 291 | 60 | Current | 0.15868 | 0.1355 | 6.0 | Self-employed | True | 720.0 | 739.0 | 25000.000000 | 1.0000 | 0 | 0 |
| 292 | 36 | Completed | 0.32333 | 0.2839 | 8.0 | Employed | False | 640.0 | 659.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 293 | 36 | Completed | 0.24753 | 0.2400 | NaN | Full-time | True | 660.0 | 679.0 | 1916.666667 | 1.0000 | 0 | 0 |
| 294 | 60 | Current | 0.14249 | 0.1199 | 10.0 | Employed | True | 740.0 | 759.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 295 | 36 | Current | 0.23540 | 0.1980 | 3.0 | Employed | False | 700.0 | 719.0 | 2935.833333 | 1.0000 | 0 | 0 |
| 296 | 36 | Current | 0.17359 | 0.1449 | 8.0 | Employed | False | 700.0 | 719.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 297 | 36 | Chargedoff | 0.26681 | 0.2287 | 5.0 | Full-time | False | 640.0 | 659.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 298 | 36 | Completed | 0.19128 | 0.1840 | NaN | Not available | False | 640.0 | 659.0 | 2416.666667 | 1.0000 | 0 | 0 |
| 299 | 36 | Current | 0.25279 | 0.2150 | 3.0 | Employed | True | 680.0 | 699.0 | 5231.666667 | 1.0000 | 0 | 0 |
| 300 | 36 | Current | 0.25424 | 0.2199 | 4.0 | Employed | True | 700.0 | 719.0 | 7208.333333 | 1.0000 | 0 | 0 |
| 301 | 36 | Current | 0.32538 | 0.2859 | 2.0 | Self-employed | False | 660.0 | 679.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 302 | 36 | Chargedoff | 0.28574 | 0.2625 | 7.0 | Full-time | False | 640.0 | 659.0 | 4183.333333 | 1.0000 | 0 | 0 |
| 303 | 36 | Chargedoff | 0.30532 | 0.2699 | 6.0 | Self-employed | False | 660.0 | 679.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 304 | 36 | Current | 0.26681 | 0.2287 | 7.0 | Employed | False | 600.0 | 619.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 305 | 36 | Completed | 0.38486 | 0.3435 | 5.0 | Employed | True | 660.0 | 679.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 306 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Employed | True | 720.0 | 739.0 | 1700.000000 | 1.0000 | 0 | 0 |
| 307 | 36 | Current | 0.15223 | 0.1239 | 4.0 | Self-employed | True | 740.0 | 759.0 | 40000.000000 | 1.0000 | 0 | 0 |
| 308 | 36 | Chargedoff | 0.20735 | 0.2000 | NaN | Full-time | False | 620.0 | 639.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 309 | 36 | Completed | 0.16056 | 0.1390 | 9.0 | Employed | True | 800.0 | 819.0 | 5250.000000 | 1.0000 | 0 | 0 |
| 310 | 36 | Completed | 0.12724 | 0.1175 | NaN | NaN | False | 600.0 | 619.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 311 | 60 | Current | 0.21345 | 0.1890 | 6.0 | Employed | False | 660.0 | 679.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 312 | 36 | Current | 0.23438 | 0.1970 | 4.0 | Employed | False | 660.0 | 679.0 | 2426.666667 | 1.0000 | 0 | 0 |
| 313 | 36 | Current | 0.19144 | 0.1550 | 3.0 | Self-employed | True | 700.0 | 719.0 | 13333.333333 | 1.0000 | 0 | 0 |
| 314 | 36 | Completed | 0.13202 | 0.1250 | NaN | Full-time | True | 720.0 | 739.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 315 | 36 | Current | 0.12081 | 0.0930 | 7.0 | Self-employed | False | 700.0 | 719.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 316 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Employed | True | 700.0 | 719.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 317 | 60 | Current | 0.17522 | 0.1519 | 7.0 | Employed | False | 700.0 | 719.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 318 | 36 | Current | 0.09434 | 0.0809 | 8.0 | Employed | False | 720.0 | 739.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 319 | 36 | Completed | 0.31053 | 0.2750 | 8.0 | Employed | True | 660.0 | 679.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 320 | 36 | Defaulted | 0.14942 | 0.1280 | NaN | Full-time | True | 640.0 | 659.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 321 | 36 | Current | 0.13189 | 0.1039 | 10.0 | Employed | False | 700.0 | 719.0 | 7333.333333 | 1.0000 | 0 | 0 |
| 322 | 36 | Current | 0.12427 | 0.0964 | 9.0 | Employed | False | 640.0 | 659.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 323 | 36 | Current | 0.25013 | 0.2124 | 4.0 | Employed | True | 660.0 | 679.0 | 10083.333333 | 1.0000 | 0 | 0 |
| 324 | 36 | Chargedoff | 0.13411 | 0.1200 | NaN | Full-time | False | 680.0 | 699.0 | 1655.833333 | 1.0000 | 0 | 0 |
| 325 | 36 | Completed | 0.13453 | 0.1275 | NaN | NaN | True | 680.0 | 699.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 326 | 36 | Completed | 0.30465 | 0.2900 | NaN | Full-time | False | 580.0 | 599.0 | 1200.000000 | 1.0000 | 1 | 0 |
| 327 | 60 | Current | 0.16993 | 0.1465 | 9.0 | Employed | False | 660.0 | 679.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 328 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Employed | True | 700.0 | 719.0 | 5475.000000 | 1.0000 | 0 | 0 |
| 329 | 60 | Current | 0.19221 | 0.1685 | 3.0 | Employed | False | 700.0 | 719.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 330 | 36 | Chargedoff | 0.15377 | 0.1395 | NaN | Self-employed | True | 680.0 | 699.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 331 | 36 | Current | 0.33973 | 0.2999 | 1.0 | Self-employed | False | 620.0 | 639.0 | 1500.000000 | 1.0000 | 0 | 0 |
| 332 | 36 | Cancelled | 0.25650 | 0.2375 | NaN | NaN | True | 520.0 | 539.0 | 0.000000 | 1.0000 | 0 | 0 |
| 333 | 36 | Current | 0.21290 | 0.1760 | 7.0 | Employed | True | 660.0 | 679.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 334 | 36 | Current | 0.21025 | 0.1734 | 2.0 | Employed | True | 700.0 | 719.0 | 27500.000000 | 1.0000 | 0 | 0 |
| 335 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Not employed | False | 760.0 | 779.0 | 0.000000 | 1.0000 | 0 | 0 |
| 336 | 36 | Defaulted | 0.17904 | 0.1700 | NaN | Not available | False | 480.0 | 499.0 | 3283.333333 | 1.0000 | 0 | 0 |
| 337 | 36 | Current | 0.21025 | 0.1734 | 4.0 | Self-employed | True | 700.0 | 719.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 338 | 36 | Completed | 0.12700 | 0.1200 | NaN | Full-time | False | 680.0 | 699.0 | 5488.166667 | 1.0000 | 0 | 0 |
| 339 | 36 | Completed | 0.30168 | 0.2900 | NaN | Full-time | False | 580.0 | 599.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 340 | 36 | Current | 0.09837 | 0.0849 | 10.0 | Employed | False | 720.0 | 739.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 341 | 36 | Chargedoff | 0.37352 | 0.3490 | NaN | Full-time | True | 520.0 | 539.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 342 | 36 | Chargedoff | 0.29510 | 0.2599 | 6.0 | Employed | True | 720.0 | 739.0 | 2414.500000 | 1.0000 | 0 | 0 |
| 343 | 60 | Current | 0.20081 | 0.1769 | 6.0 | Employed | True | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 344 | 36 | Chargedoff | 0.09844 | 0.0950 | 9.0 | Full-time | True | 800.0 | 819.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 345 | 36 | Completed | 0.08991 | 0.0868 | NaN | Full-time | True | 780.0 | 799.0 | 5200.000000 | 1.0000 | 0 | 0 |
| 346 | 36 | Completed | 0.12150 | 0.1075 | NaN | Full-time | True | 700.0 | 719.0 | 4217.666667 | 1.0000 | 0 | 0 |
| 347 | 36 | Current | 0.14714 | 0.1189 | 7.0 | Employed | True | 680.0 | 699.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 348 | 36 | Completed | 0.13353 | 0.1265 | NaN | Full-time | False | 640.0 | 659.0 | 2990.000000 | 1.0000 | 0 | 0 |
| 349 | 36 | Current | 0.17090 | 0.1349 | 5.0 | Other | False | 760.0 | 779.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 350 | 36 | Current | 0.28851 | 0.2499 | 6.0 | Employed | False | 680.0 | 699.0 | 3550.000000 | 1.0000 | 0 | 0 |
| 351 | 36 | Current | 0.16678 | 0.1305 | 4.0 | Self-employed | True | 700.0 | 719.0 | 8500.000000 | 1.0000 | 0 | 0 |
| 352 | 60 | Current | 0.26990 | 0.2443 | 4.0 | Employed | True | 660.0 | 679.0 | 8500.000000 | 1.0000 | 0 | 0 |
| 353 | 12 | Completed | 0.28918 | 0.1900 | 7.0 | Employed | True | 700.0 | 719.0 | 15000.000000 | 1.0000 | 0 | 0 |
| 354 | 36 | Completed | 0.37699 | 0.3400 | 2.0 | Self-employed | False | 640.0 | 659.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 355 | 36 | Current | 0.19921 | 0.1626 | 8.0 | Employed | True | 740.0 | 759.0 | 4916.666667 | 1.0000 | 0 | 0 |
| 356 | 36 | Completed | 0.21674 | 0.2075 | NaN | NaN | False | 580.0 | 599.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 357 | 60 | Current | 0.21935 | 0.1950 | 6.0 | Employed | False | 700.0 | 719.0 | 5750.000000 | 1.0000 | 0 | 0 |
| 358 | 36 | Current | 0.24246 | 0.2049 | 7.0 | Employed | False | 660.0 | 679.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 359 | 36 | Current | 0.26528 | 0.2272 | 3.0 | Employed | False | 700.0 | 719.0 | 2583.333333 | 1.0000 | 0 | 0 |
| 360 | 12 | Completed | 0.34105 | 0.2499 | 6.0 | Employed | True | 680.0 | 699.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 361 | 36 | Completed | 0.32576 | 0.2899 | 3.0 | Full-time | False | 660.0 | 679.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 362 | 36 | Completed | 0.14974 | 0.1355 | NaN | Full-time | True | 700.0 | 719.0 | 2363.333333 | 1.0000 | 0 | 0 |
| 363 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Employed | False | 700.0 | 719.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 364 | 36 | Current | 0.34887 | 0.3125 | 1.0 | Full-time | False | 600.0 | 619.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 365 | 36 | Current | 0.09534 | 0.0819 | 10.0 | Employed | True | 760.0 | 779.0 | 6491.666667 | 1.0000 | 0 | 0 |
| 366 | 36 | Chargedoff | 0.25506 | 0.2475 | NaN | Not available | True | 580.0 | 599.0 | 6917.000000 | 1.0000 | 0 | 0 |
| 367 | 36 | Completed | 0.30704 | 0.2835 | NaN | Full-time | False | 560.0 | 579.0 | 1583.333333 | 1.0000 | 0 | 0 |
| 368 | 36 | Completed | 0.20735 | 0.2000 | NaN | Full-time | False | 660.0 | 679.0 | 1083.333333 | 1.0000 | 0 | 0 |
| 369 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | False | 560.0 | 579.0 | 1900.000000 | 1.0000 | 0 | 0 |
| 370 | 36 | Defaulted | 0.25802 | 0.2390 | NaN | Not available | False | 460.0 | 479.0 | 3541.666667 | 1.0000 | 0 | 0 |
| 371 | 36 | Completed | 0.16005 | 0.1385 | 8.0 | Full-time | True | 720.0 | 739.0 | 6166.666667 | 1.0000 | 0 | 0 |
| 372 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | True | 600.0 | 619.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 373 | 36 | Current | 0.28032 | 0.2419 | 2.0 | Employed | False | 660.0 | 679.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 374 | 36 | Current | 0.17611 | 0.1400 | 5.0 | Employed | False | 700.0 | 719.0 | 11666.666667 | 1.0000 | 0 | 0 |
| 375 | 36 | Chargedoff | 0.17722 | 0.1700 | NaN | Not available | True | 620.0 | 639.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 376 | 36 | Current | 0.13836 | 0.1099 | 7.0 | Employed | False | 660.0 | 679.0 | 3439.666667 | 1.0000 | 0 | 0 |
| 377 | 60 | Current | 0.14965 | 0.1269 | 7.0 | Employed | True | 800.0 | 819.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 378 | 60 | Current | 0.23462 | 0.2099 | 3.0 | Employed | False | 680.0 | 699.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 379 | 36 | Defaulted | 0.29520 | 0.2600 | 6.0 | Full-time | False | 620.0 | 639.0 | 3163.333333 | 1.0000 | 0 | 0 |
| 380 | 36 | Completed | 0.13411 | 0.1200 | NaN | Full-time | True | 740.0 | 759.0 | 6833.333333 | 1.0000 | 0 | 0 |
| 381 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Employed | False | 640.0 | 659.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 382 | 36 | Current | 0.20626 | 0.1695 | 8.0 | Employed | True | 700.0 | 719.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 383 | 36 | Completed | 0.10913 | 0.1022 | NaN | Full-time | True | 700.0 | 719.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 384 | 36 | Chargedoff | 0.14197 | 0.1349 | NaN | Full-time | True | 700.0 | 719.0 | 3541.666667 | 1.0000 | 0 | 0 |
| 385 | 12 | Completed | 0.31368 | 0.2343 | 8.0 | Employed | False | 640.0 | 659.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 386 | 36 | Completed | 0.16717 | 0.1600 | NaN | Not available | True | 640.0 | 659.0 | 11083.333333 | 1.0000 | 0 | 0 |
| 387 | 36 | Completed | 0.09337 | 0.0865 | NaN | NaN | False | NaN | NaN | 3000.000000 | 1.0000 | 0 | 0 |
| 388 | 60 | Current | 0.23718 | 0.2124 | 8.0 | Employed | False | 680.0 | 699.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 389 | 60 | Current | 0.24856 | 0.2235 | 3.0 | Employed | False | 660.0 | 679.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 390 | 36 | Completed | 0.30532 | 0.2699 | 5.0 | Self-employed | True | 740.0 | 759.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 391 | 36 | Defaulted | 0.22742 | 0.1902 | 5.0 | Employed | True | 660.0 | 679.0 | 3631.166667 | 1.0000 | 0 | 0 |
| 392 | 60 | Current | 0.14453 | 0.1219 | 7.0 | Employed | False | 700.0 | 719.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 393 | 36 | Completed | 0.11296 | 0.0920 | 9.0 | Full-time | True | 720.0 | 739.0 | 16666.666667 | 1.0000 | 0 | 0 |
| 394 | 60 | Current | 0.21576 | 0.1915 | 6.0 | Employed | False | 720.0 | 739.0 | 4200.000000 | 1.0000 | 0 | 0 |
| 395 | 36 | Completed | 0.15512 | 0.1480 | NaN | Self-employed | True | 760.0 | 779.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 396 | 60 | Completed | 0.23718 | 0.2124 | 8.0 | Employed | True | 740.0 | 759.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 397 | 60 | Chargedoff | 0.32393 | 0.2969 | 3.0 | Full-time | False | 620.0 | 639.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 398 | 36 | Current | 0.15833 | 0.1299 | 6.0 | Employed | True | 760.0 | 779.0 | 8220.916667 | 1.0000 | 0 | 0 |
| 399 | 36 | Defaulted | 0.25517 | 0.2400 | NaN | Full-time | False | 560.0 | 579.0 | 3988.000000 | 1.0000 | 0 | 0 |
| 400 | 36 | Completed | 0.21480 | 0.2000 | NaN | Full-time | False | 680.0 | 699.0 | 8500.000000 | 1.0000 | 0 | 0 |
| 401 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | False | 580.0 | 599.0 | 5533.333333 | 1.0000 | 0 | 0 |
| 402 | 60 | Current | 0.17849 | 0.1551 | 9.0 | Employed | True | 800.0 | 819.0 | 4833.333333 | 1.0000 | 0 | 0 |
| 403 | 36 | Chargedoff | 0.28545 | 0.2700 | NaN | Full-time | False | 560.0 | 579.0 | 6500.000000 | 1.0000 | 0 | 0 |
| 404 | 36 | Defaulted | 0.11696 | 0.1100 | NaN | Not available | False | 480.0 | 499.0 | 1166.666667 | 1.0000 | 0 | 0 |
| 405 | 36 | Completed | 0.09678 | 0.0899 | NaN | Full-time | True | 760.0 | 779.0 | 3219.833333 | 1.0000 | 0 | 0 |
| 406 | 36 | Chargedoff | 0.34915 | 0.3250 | 7.0 | Full-time | True | 720.0 | 739.0 | 8083.333333 | 1.0000 | 0 | 0 |
| 407 | 60 | Completed | 0.35838 | 0.3304 | 3.0 | Employed | True | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 408 | 12 | Completed | 0.17969 | 0.1224 | 8.0 | Employed | False | 720.0 | 739.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 409 | 60 | Current | 0.18222 | 0.1585 | 6.0 | Employed | True | 720.0 | 739.0 | 6833.333333 | 1.0000 | 0 | 0 |
| 410 | 36 | Completed | 0.26762 | 0.2600 | NaN | Full-time | False | 620.0 | 639.0 | 1333.333333 | 1.0000 | 2 | 0 |
| 411 | 36 | Completed | 0.10645 | 0.1030 | 8.0 | Full-time | True | 820.0 | 839.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 412 | 36 | Completed | 0.13202 | 0.1250 | NaN | Full-time | False | 720.0 | 739.0 | 8333.333333 | 1.0000 | 1 | 1 |
| 413 | 36 | Current | 0.09030 | 0.0769 | 8.0 | Other | True | 780.0 | 799.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 414 | 36 | Completed | 0.13220 | 0.1110 | 8.0 | Full-time | True | 760.0 | 779.0 | 6083.333333 | 1.0000 | 0 | 0 |
| 415 | 36 | Completed | 0.38058 | 0.3435 | 5.0 | Employed | False | 660.0 | 679.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 416 | 36 | Current | 0.34752 | 0.3075 | 2.0 | Employed | False | 680.0 | 699.0 | 4437.916667 | 1.0000 | 0 | 0 |
| 417 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Employed | False | 680.0 | 699.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 418 | 36 | Current | 0.22712 | 0.1899 | 6.0 | Employed | False | 680.0 | 699.0 | 7333.333333 | 1.0000 | 0 | 0 |
| 419 | 36 | Defaulted | 0.35356 | 0.3134 | 3.0 | Other | False | 620.0 | 639.0 | 1061.000000 | 1.0000 | 0 | 0 |
| 420 | 36 | Completed | 0.25013 | 0.2124 | 8.0 | Employed | True | 760.0 | 779.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 421 | 36 | Completed | 0.24264 | 0.2200 | NaN | Full-time | False | 560.0 | 579.0 | 5865.000000 | 1.0000 | 0 | 0 |
| 422 | 36 | Completed | 0.13271 | 0.1115 | 9.0 | Employed | True | 740.0 | 759.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 423 | 36 | Chargedoff | 0.15934 | 0.1522 | NaN | Full-time | True | 840.0 | 859.0 | 10958.333333 | 1.0000 | 0 | 0 |
| 424 | 36 | Chargedoff | 0.28851 | 0.2499 | 5.0 | Employed | False | 740.0 | 759.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 425 | 36 | Completed | 0.36438 | 0.3400 | 9.0 | Full-time | False | 640.0 | 659.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 426 | 36 | Current | 0.22712 | 0.1899 | 4.0 | Employed | True | 700.0 | 719.0 | 7916.666667 | 1.0000 | 0 | 0 |
| 427 | 36 | Completed | 0.12382 | 0.1098 | NaN | Part-time | False | 740.0 | 759.0 | 666.666667 | 1.0000 | 0 | 0 |
| 428 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Employed | True | 700.0 | 719.0 | 11429.583333 | 1.0000 | 0 | 0 |
| 429 | 36 | Completed | 0.23748 | 0.2300 | NaN | Self-employed | True | 840.0 | 859.0 | 9166.666667 | 1.0000 | 0 | 0 |
| 430 | 36 | Current | 0.14816 | 0.1199 | 7.0 | Employed | False | 700.0 | 719.0 | 2375.000000 | 1.0000 | 0 | 0 |
| 431 | 36 | Current | 0.18837 | 0.1520 | 8.0 | Employed | False | 720.0 | 739.0 | 5666.666667 | 1.0000 | 0 | 0 |
| 432 | 36 | Completed | 0.08001 | 0.0629 | NaN | Self-employed | False | 760.0 | 779.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 433 | 60 | Current | 0.16969 | 0.1465 | 7.0 | Employed | True | 700.0 | 719.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 434 | 60 | Current | 0.10878 | 0.0869 | 10.0 | Employed | True | 780.0 | 799.0 | 14166.666667 | 1.0000 | 0 | 0 |
| 435 | 60 | Current | 0.19422 | 0.1799 | 7.0 | Employed | True | 760.0 | 779.0 | 4000.000000 | 0.7926 | 0 | 0 |
| 436 | 36 | Chargedoff | 0.30951 | 0.2740 | 6.0 | Full-time | True | 720.0 | 739.0 | 3033.333333 | 1.0000 | 1 | 0 |
| 437 | 36 | Current | 0.11766 | 0.0899 | 8.0 | Employed | False | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 438 | 36 | Chargedoff | 0.34577 | 0.3058 | 6.0 | Employed | False | 640.0 | 659.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 439 | 60 | Current | 0.17522 | 0.1519 | 5.0 | Employed | True | 700.0 | 719.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 440 | 36 | Completed | 0.15713 | 0.1500 | NaN | Self-employed | False | 680.0 | 699.0 | 9000.000000 | 1.0000 | 0 | 0 |
| 441 | 36 | Chargedoff | 0.35643 | 0.3199 | 4.0 | Employed | True | 740.0 | 759.0 | 2666.666667 | 1.0000 | 0 | 0 |
| 442 | 36 | Current | 0.20524 | 0.1685 | 3.0 | Employed | True | 680.0 | 699.0 | 12916.666667 | 1.0000 | 0 | 0 |
| 443 | 36 | Completed | 0.10190 | 0.0950 | NaN | Full-time | False | 740.0 | 759.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 444 | 36 | Current | 0.22773 | 0.1905 | 4.0 | Employed | True | 660.0 | 679.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 445 | 36 | Current | 0.13189 | 0.1039 | 7.0 | Employed | True | 700.0 | 719.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 446 | 36 | Current | 0.13189 | 0.1039 | 9.0 | Employed | True | 700.0 | 719.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 447 | 36 | Current | 0.29510 | 0.2599 | 5.0 | Full-time | False | 720.0 | 739.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 448 | 36 | Completed | 0.19610 | 0.1888 | NaN | NaN | False | 580.0 | 599.0 | 2708.333333 | 1.0000 | 0 | 0 |
| 449 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | True | 680.0 | 699.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 450 | 36 | Current | 0.27776 | 0.2394 | 4.0 | Employed | True | 640.0 | 659.0 | 4750.000000 | 1.0000 | 0 | 0 |
| 451 | 36 | Completed | 0.18986 | 0.1609 | 5.0 | Employed | False | 720.0 | 739.0 | 2884.583333 | 1.0000 | 0 | 0 |
| 452 | 36 | Chargedoff | 0.13202 | 0.1250 | NaN | Full-time | True | 720.0 | 739.0 | 7691.000000 | 1.0000 | 0 | 0 |
| 453 | 36 | Current | 0.14816 | 0.1199 | 5.0 | Employed | True | 720.0 | 739.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 454 | 36 | Current | 0.29510 | 0.2599 | 6.0 | Employed | True | 700.0 | 719.0 | 6750.000000 | 1.0000 | 0 | 0 |
| 455 | 36 | Current | 0.17151 | 0.1355 | 9.0 | Employed | False | 660.0 | 679.0 | 2203.666667 | 1.0000 | 0 | 0 |
| 456 | 36 | Completed | 0.13694 | 0.1299 | NaN | Full-time | False | 740.0 | 759.0 | 4416.666667 | 1.0000 | 0 | 0 |
| 457 | 36 | Current | 0.29107 | 0.2524 | 7.0 | Employed | True | 660.0 | 679.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 458 | 60 | Completed | 0.22908 | 0.2045 | 4.0 | Employed | True | 680.0 | 699.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 459 | 36 | Completed | 0.20200 | 0.1799 | 8.0 | Employed | False | 720.0 | 739.0 | 3133.333333 | 1.0000 | 0 | 0 |
| 460 | 60 | Completed | 0.25718 | 0.2319 | 3.0 | Employed | True | 640.0 | 659.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 461 | 60 | Current | 0.18965 | 0.1660 | 6.0 | Employed | False | 720.0 | 739.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 462 | 60 | Current | 0.18136 | 0.1579 | 5.0 | Employed | True | 720.0 | 739.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 463 | 60 | Current | 0.14965 | 0.1269 | 9.0 | Employed | True | 700.0 | 719.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 464 | 36 | Chargedoff | 0.23014 | 0.2177 | NaN | Full-time | False | 600.0 | 619.0 | 1333.333333 | 1.0000 | 0 | 0 |
| 465 | 36 | Current | 0.18275 | 0.1465 | 4.0 | Employed | True | 740.0 | 759.0 | 2900.000000 | 1.0000 | 0 | 0 |
| 466 | 36 | Completed | 0.17359 | 0.1449 | 6.0 | Full-time | True | 760.0 | 779.0 | 3083.333333 | 1.0000 | 0 | 0 |
| 467 | 36 | Current | 0.24205 | 0.2045 | 5.0 | Employed | False | 640.0 | 659.0 | 3600.000000 | 1.0000 | 0 | 0 |
| 468 | 36 | Completed | 0.12562 | 0.1045 | NaN | Full-time | False | 660.0 | 679.0 | 8416.666667 | 1.0000 | 0 | 0 |
| 469 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | True | 640.0 | 659.0 | 5269.333333 | 1.0000 | 0 | 0 |
| 470 | 60 | Chargedoff | 0.27554 | 0.2498 | 7.0 | Employed | False | 720.0 | 739.0 | 1916.666667 | 1.0000 | 0 | 0 |
| 471 | 60 | Current | 0.18426 | 0.1605 | 4.0 | Employed | False | 680.0 | 699.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 472 | 36 | Current | 0.21648 | 0.1795 | 4.0 | Other | False | 700.0 | 719.0 | 2354.000000 | 1.0000 | 0 | 0 |
| 473 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Self-employed | True | 660.0 | 679.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 474 | 36 | Current | 0.09333 | 0.0799 | 10.0 | Full-time | True | 740.0 | 759.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 475 | 36 | Current | 0.35285 | 0.3127 | 4.0 | Employed | True | 660.0 | 679.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 476 | 60 | Current | 0.14528 | 0.1224 | 11.0 | Employed | False | 720.0 | 739.0 | 13083.333333 | 1.0000 | 0 | 0 |
| 477 | 60 | Current | 0.33297 | 0.3057 | 3.0 | Full-time | False | 640.0 | 659.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 478 | 36 | Chargedoff | 0.19210 | 0.1775 | NaN | Full-time | False | 680.0 | 699.0 | 7666.666667 | 1.0000 | 0 | 0 |
| 479 | 36 | Current | 0.23530 | 0.1979 | 3.0 | Employed | True | 720.0 | 739.0 | 14625.000000 | 1.0000 | 0 | 0 |
| 480 | 36 | Completed | 0.37453 | 0.3500 | NaN | Part-time | False | 660.0 | 679.0 | 1625.000000 | 1.0000 | 0 | 0 |
| 481 | 36 | Current | 0.17969 | 0.1435 | 4.0 | Employed | True | 700.0 | 719.0 | 5458.333333 | 1.0000 | 0 | 0 |
| 482 | 36 | Chargedoff | 0.23250 | 0.2100 | NaN | Full-time | False | 600.0 | 619.0 | 2666.666667 | 1.0000 | 1 | 0 |
| 483 | 60 | Current | 0.21935 | 0.1950 | 4.0 | Employed | True | 680.0 | 699.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 484 | 60 | Current | 0.17522 | 0.1519 | 4.0 | Employed | True | 760.0 | 779.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 485 | 60 | Current | 0.21935 | 0.1950 | 4.0 | Employed | True | 720.0 | 739.0 | 6416.666667 | 1.0000 | 0 | 0 |
| 486 | 36 | Completed | 0.22872 | 0.1949 | 6.0 | Employed | True | 780.0 | 799.0 | 6500.000000 | 0.9722 | 0 | 0 |
| 487 | 36 | Completed | 0.08935 | 0.0825 | NaN | Full-time | False | 760.0 | 779.0 | 8000.000000 | 1.0000 | 0 | 0 |
| 488 | 36 | Chargedoff | 0.24376 | 0.2211 | NaN | Full-time | False | 560.0 | 579.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 489 | 36 | Chargedoff | 0.29740 | 0.2740 | 7.0 | Full-time | True | 660.0 | 679.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 490 | 36 | Defaulted | 0.17322 | 0.1515 | NaN | Full-time | False | 640.0 | 659.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 491 | 60 | Current | 0.17327 | 0.1500 | 11.0 | Employed | True | 680.0 | 699.0 | 8166.666667 | 1.0000 | 0 | 0 |
| 492 | 12 | Completed | 0.17493 | 0.1177 | 7.0 | Employed | True | 720.0 | 739.0 | 8500.000000 | 1.0000 | 0 | 0 |
| 493 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Other | False | 700.0 | 719.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 494 | 36 | Defaulted | 0.15713 | 0.1500 | NaN | Not available | False | 500.0 | 519.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 495 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Other | True | 700.0 | 719.0 | 3916.666667 | 1.0000 | 0 | 0 |
| 496 | 36 | Current | 0.30285 | 0.2639 | 3.0 | Employed | True | 640.0 | 659.0 | 17500.000000 | 1.0000 | 0 | 0 |
| 497 | 36 | Completed | 0.31053 | 0.2750 | 6.0 | Retired | True | 760.0 | 779.0 | 6200.000000 | 1.0000 | 0 | 0 |
| 498 | 36 | Completed | 0.18726 | 0.1800 | NaN | Not available | False | 620.0 | 639.0 | 2154.666667 | 1.0000 | 0 | 0 |
| 499 | 36 | Completed | 0.17671 | 0.1695 | NaN | Not available | True | 640.0 | 659.0 | 6833.333333 | 1.0000 | 0 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 113437 | 36 | Completed | 0.10421 | 0.0973 | NaN | Full-time | True | 720.0 | 739.0 | 5166.666667 | 1.0000 | 0 | 0 |
| 113438 | 36 | Completed | 0.08684 | 0.0800 | NaN | NaN | False | NaN | NaN | 5833.333333 | 1.0000 | 0 | 0 |
| 113439 | 60 | Current | 0.20593 | 0.1819 | 6.0 | Employed | False | 700.0 | 719.0 | 2950.833333 | 1.0000 | 0 | 0 |
| 113440 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | True | 660.0 | 679.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113441 | 36 | Current | 0.12400 | 0.1029 | 9.0 | Full-time | False | 720.0 | 739.0 | 1833.333333 | 1.0000 | 0 | 0 |
| 113442 | 36 | Current | 0.12511 | 0.1040 | 7.0 | Self-employed | False | 780.0 | 799.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113443 | 36 | Completed | 0.12528 | 0.0974 | 10.0 | Employed | True | 700.0 | 719.0 | 9583.333333 | 1.0000 | 0 | 0 |
| 113444 | 36 | Completed | 0.34621 | 0.3099 | 4.0 | Employed | False | 620.0 | 639.0 | 11000.000000 | 1.0000 | 0 | 0 |
| 113445 | 60 | Current | 0.33040 | 0.3032 | 2.0 | Employed | False | 700.0 | 719.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113446 | 36 | Current | 0.26047 | 0.2225 | 2.0 | Employed | False | 700.0 | 719.0 | 3125.000000 | 1.0000 | 0 | 0 |
| 113447 | 36 | Completed | 0.33512 | 0.2950 | 6.0 | Full-time | False | 640.0 | 659.0 | 2907.333333 | 1.0000 | 0 | 0 |
| 113448 | 36 | Completed | 0.12198 | 0.1150 | NaN | Self-employed | True | 820.0 | 839.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 113449 | 60 | Current | 0.18555 | 0.1620 | 4.0 | Employed | False | 740.0 | 759.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113450 | 36 | Completed | 0.11296 | 0.0920 | 9.0 | Full-time | True | 700.0 | 719.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113451 | 60 | Current | 0.29464 | 0.2684 | 6.0 | Employed | True | 680.0 | 699.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113452 | 36 | Completed | 0.09809 | 0.0912 | NaN | Not available | True | 780.0 | 799.0 | 5166.666667 | 1.0000 | 0 | 0 |
| 113453 | 36 | Completed | 0.08784 | 0.0810 | NaN | Not available | False | 740.0 | 759.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113454 | 36 | Defaulted | 0.11596 | 0.1090 | NaN | Not available | True | 740.0 | 759.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113455 | 36 | Completed | 0.29926 | 0.2600 | 8.0 | Self-employed | False | 640.0 | 659.0 | 2911.500000 | 1.0000 | 0 | 0 |
| 113456 | 60 | Past Due (16-30 days) | 0.15752 | 0.1346 | 9.0 | Employed | False | 740.0 | 759.0 | 3566.666667 | 1.0000 | 0 | 0 |
| 113457 | 36 | Current | 0.14816 | 0.1199 | 8.0 | Employed | False | 720.0 | 739.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113458 | 36 | Completed | 0.21020 | 0.1880 | NaN | Full-time | True | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113459 | 36 | Chargedoff | 0.25707 | 0.2495 | NaN | Not available | False | 500.0 | 519.0 | 8623.333333 | 1.0000 | 0 | 0 |
| 113460 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | True | 560.0 | 579.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113461 | 36 | Chargedoff | 0.29510 | 0.2599 | 7.0 | Employed | True | 760.0 | 779.0 | 20000.000000 | 1.0000 | 0 | 0 |
| 113462 | 36 | Completed | 0.24246 | 0.2049 | 7.0 | Employed | False | 720.0 | 739.0 | 3183.333333 | 1.0000 | 0 | 0 |
| 113463 | 36 | Completed | 0.16184 | 0.1475 | NaN | Full-time | False | 700.0 | 719.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113464 | 36 | Current | 0.14857 | 0.1203 | 9.0 | Employed | True | 720.0 | 739.0 | 16666.666667 | 1.0000 | 0 | 0 |
| 113465 | 36 | Completed | 0.29254 | 0.2574 | 6.0 | Employed | False | 620.0 | 639.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 113466 | 36 | Completed | 0.25259 | 0.2148 | 6.0 | Other | True | 740.0 | 759.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113467 | 36 | Completed | 0.16215 | 0.1550 | NaN | Not available | False | 640.0 | 659.0 | 2065.083333 | 1.0000 | 0 | 0 |
| 113468 | 60 | Current | 0.22601 | 0.2015 | 4.0 | Employed | False | 680.0 | 699.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113469 | 60 | Current | 0.20705 | 0.1830 | 7.0 | Employed | False | 680.0 | 699.0 | 2333.333333 | 1.0000 | 0 | 0 |
| 113470 | 36 | Completed | 0.09579 | 0.0820 | NaN | Full-time | True | 720.0 | 739.0 | 13000.000000 | 1.0000 | 0 | 0 |
| 113471 | 36 | Current | 0.20200 | 0.1799 | 8.0 | Employed | False | 680.0 | 699.0 | 25000.000000 | 0.7535 | 0 | 0 |
| 113472 | 60 | Current | 0.18965 | 0.1660 | 8.0 | Employed | False | 720.0 | 739.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113473 | 36 | Current | 0.19144 | 0.1550 | 8.0 | Employed | True | 700.0 | 719.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113474 | 36 | Completed | 0.09567 | 0.0784 | NaN | Full-time | True | 780.0 | 799.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 113475 | 36 | Current | 0.24246 | 0.2049 | 4.0 | Employed | True | 660.0 | 679.0 | 20833.333333 | 1.0000 | 0 | 0 |
| 113476 | 60 | Current | 0.18938 | 0.1655 | 6.0 | Employed | False | 660.0 | 679.0 | 3083.333333 | 1.0000 | 0 | 0 |
| 113477 | 36 | Chargedoff | 0.29510 | 0.2599 | 6.0 | Employed | True | 640.0 | 659.0 | 4653.666667 | 1.0000 | 0 | 0 |
| 113478 | 36 | Current | 0.13189 | 0.1039 | 7.0 | Employed | True | 680.0 | 699.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 113479 | 36 | Completed | 0.27535 | 0.2600 | NaN | Full-time | False | 560.0 | 579.0 | 5250.000000 | 1.0000 | 1 | 0 |
| 113480 | 36 | Current | 0.21648 | 0.1795 | 7.0 | Employed | True | 700.0 | 719.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 113481 | 36 | Completed | 0.35285 | 0.3127 | 2.0 | Self-employed | True | 740.0 | 759.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 113482 | 36 | Current | 0.23530 | 0.1979 | 5.0 | Employed | False | 660.0 | 679.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113483 | 36 | Current | 0.27776 | 0.2394 | 3.0 | Employed | True | 640.0 | 659.0 | 17250.000000 | 1.0000 | 0 | 0 |
| 113484 | 36 | Current | 0.12691 | 0.0990 | 6.0 | Employed | True | 740.0 | 759.0 | 6416.666667 | 1.0000 | 0 | 0 |
| 113485 | 36 | Completed | 0.18756 | 0.1730 | NaN | Full-time | True | 680.0 | 699.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113486 | 36 | Current | 0.35643 | 0.3199 | 2.0 | Employed | True | 680.0 | 699.0 | 441.666667 | 1.0000 | 0 | 0 |
| 113487 | 36 | Current | 0.14206 | 0.1139 | 8.0 | Employed | True | 680.0 | 699.0 | 7175.000000 | 1.0000 | 0 | 0 |
| 113488 | 36 | Current | 0.29537 | 0.2566 | 3.0 | Employed | True | 680.0 | 699.0 | 7250.000000 | 1.0000 | 0 | 0 |
| 113489 | 60 | Current | 0.19988 | 0.1760 | 5.0 | Employed | False | 700.0 | 719.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113490 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Employed | False | 660.0 | 679.0 | 416.666667 | 1.0000 | 0 | 0 |
| 113491 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Employed | True | 640.0 | 659.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113492 | 36 | Current | 0.35132 | 0.3149 | 5.0 | Employed | False | 660.0 | 679.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113493 | 60 | Current | 0.26877 | 0.2432 | 3.0 | Employed | True | 680.0 | 699.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 113494 | 36 | Completed | 0.23748 | 0.2300 | NaN | NaN | False | 560.0 | 579.0 | 5500.000000 | 1.0000 | 0 | 0 |
| 113495 | 36 | Completed | 0.30532 | 0.2699 | 7.0 | Employed | True | 680.0 | 699.0 | 4750.000000 | 1.0000 | 0 | 0 |
| 113496 | 36 | Completed | 0.17722 | 0.1700 | NaN | Not available | True | 660.0 | 679.0 | 9708.333333 | 1.0000 | 0 | 0 |
| 113497 | 36 | Current | 0.23375 | 0.1960 | 3.0 | Employed | False | 700.0 | 719.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 113498 | 36 | Completed | 0.34565 | 0.2950 | 6.0 | Employed | True | 700.0 | 719.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113499 | 36 | Current | 0.23990 | 0.2024 | 4.0 | Employed | True | 680.0 | 699.0 | 10600.000000 | 1.0000 | 0 | 0 |
| 113500 | 36 | Completed | 0.10843 | 0.1015 | NaN | Full-time | True | 720.0 | 739.0 | 6626.250000 | 1.0000 | 0 | 0 |
| 113501 | 36 | Defaulted | 0.15428 | 0.1400 | NaN | Full-time | True | 700.0 | 719.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 113502 | 36 | Completed | 0.10841 | 0.0875 | 6.0 | Full-time | True | 800.0 | 819.0 | 5416.666667 | 1.0000 | 1 | 0 |
| 113503 | 36 | Chargedoff | 0.36438 | 0.3400 | 7.0 | Full-time | False | 760.0 | 779.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 113504 | 36 | Current | 0.35797 | 0.3177 | 6.0 | Employed | False | 640.0 | 659.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113505 | 36 | Completed | 0.19730 | 0.1900 | NaN | Full-time | False | 620.0 | 639.0 | 3605.000000 | 1.0000 | 0 | 0 |
| 113506 | 60 | Current | 0.24282 | 0.2179 | 5.0 | Employed | False | 680.0 | 699.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 113507 | 36 | Past Due (61-90 days) | 0.35797 | 0.3177 | 4.0 | Other | True | 700.0 | 719.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113508 | 36 | Defaulted | 0.33172 | 0.3238 | NaN | Full-time | True | 760.0 | 779.0 | 11666.666667 | 1.0000 | 0 | 0 |
| 113509 | 60 | Past Due (16-30 days) | 0.31293 | 0.2862 | 2.0 | Employed | False | 640.0 | 659.0 | 833.333333 | 1.0000 | 0 | 0 |
| 113510 | 36 | Chargedoff | 0.24753 | 0.2400 | NaN | Full-time | True | 640.0 | 659.0 | 5760.750000 | 1.0000 | 0 | 0 |
| 113511 | 60 | Current | 0.14766 | 0.1296 | 8.0 | Full-time | True | 720.0 | 739.0 | 4666.666667 | 1.0000 | 0 | 0 |
| 113512 | 36 | Current | 0.28595 | 0.2474 | 3.0 | Other | False | 660.0 | 679.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 113513 | 36 | Completed | 0.07921 | 0.0724 | NaN | Full-time | True | 800.0 | 819.0 | 3166.666667 | 1.0000 | 0 | 0 |
| 113514 | 36 | Current | 0.15223 | 0.1239 | 8.0 | Employed | True | 680.0 | 699.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 113515 | 36 | Chargedoff | 0.22931 | 0.2200 | NaN | Not available | True | 520.0 | 539.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 113516 | 36 | Current | 0.35797 | 0.3177 | 6.0 | Employed | False | 640.0 | 659.0 | 2666.666667 | 1.0000 | 0 | 0 |
| 113517 | 36 | Defaulted | 0.20582 | 0.1911 | NaN | Full-time | True | 700.0 | 719.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113518 | 36 | Completed | 0.11296 | 0.0920 | 9.0 | Full-time | False | 700.0 | 719.0 | 4750.000000 | 1.0000 | 0 | 0 |
| 113519 | 36 | Completed | 0.11184 | 0.1049 | NaN | Full-time | False | 740.0 | 759.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113520 | 12 | Completed | 0.06799 | 0.0586 | 10.0 | Employed | False | 780.0 | 799.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 113521 | 36 | Completed | 0.34887 | 0.3125 | 1.0 | Self-employed | True | 660.0 | 679.0 | 9500.000000 | 1.0000 | 1 | 0 |
| 113522 | 60 | Current | 0.15629 | 0.1334 | 9.0 | Employed | False | 660.0 | 679.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113523 | 36 | Defaulted | 0.26526 | 0.2500 | NaN | Full-time | True | 720.0 | 739.0 | 5260.916667 | 1.0000 | 2 | 0 |
| 113524 | 36 | Current | 0.12427 | 0.0964 | 9.0 | Employed | False | 780.0 | 799.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113525 | 60 | Current | 0.29680 | 0.2705 | 5.0 | Employed | False | 620.0 | 639.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113526 | 36 | Chargedoff | 0.17445 | 0.1600 | NaN | Full-time | True | 680.0 | 699.0 | 9916.666667 | 1.0000 | 0 | 0 |
| 113527 | 36 | Current | 0.25371 | 0.2159 | 3.0 | Full-time | False | 660.0 | 679.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 113528 | 36 | Chargedoff | 0.36438 | 0.3400 | NaN | Part-time | False | 560.0 | 579.0 | 2041.666667 | 1.0000 | 0 | 0 |
| 113529 | 36 | Chargedoff | 0.07870 | 0.0770 | NaN | Full-time | False | 800.0 | 819.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113530 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Self-employed | False | 680.0 | 699.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 113531 | 36 | Defaulted | 0.21857 | 0.2000 | NaN | Not available | False | 480.0 | 499.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 113532 | 60 | Completed | 0.23872 | 0.2139 | 4.0 | Employed | False | 700.0 | 719.0 | 5934.500000 | 1.0000 | 0 | 0 |
| 113533 | 36 | Completed | 0.35797 | 0.3177 | 6.0 | Employed | False | 660.0 | 679.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113534 | 60 | Current | 0.28386 | 0.2579 | 3.0 | Employed | True | 700.0 | 719.0 | 5666.666667 | 1.0000 | 0 | 0 |
| 113535 | 60 | Current | 0.12535 | 0.1029 | 10.0 | Employed | True | 840.0 | 859.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113536 | 36 | Current | 0.30182 | 0.2629 | 5.0 | Employed | False | 640.0 | 659.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113537 | 36 | Current | 0.12081 | 0.0930 | 10.0 | Employed | True | 700.0 | 719.0 | 5525.000000 | 1.0000 | 0 | 0 |
| 113538 | 60 | Current | 0.23498 | 0.2100 | 3.0 | Employed | False | 680.0 | 699.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113539 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Employed | True | 740.0 | 759.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113540 | 36 | Current | 0.12528 | 0.0974 | 10.0 | Employed | False | 700.0 | 719.0 | 4833.333333 | 1.0000 | 0 | 0 |
| 113541 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 600.0 | 619.0 | 1833.333333 | 1.0000 | 0 | 0 |
| 113542 | 36 | Current | 0.23438 | 0.1970 | 5.0 | Employed | False | 640.0 | 659.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113543 | 36 | Current | 0.20984 | 0.1730 | 4.0 | Employed | True | 680.0 | 699.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113544 | 12 | Completed | 0.09986 | 0.0628 | 8.0 | Employed | False | 700.0 | 719.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113545 | 36 | Current | 0.25013 | 0.2124 | 6.0 | Employed | False | 660.0 | 679.0 | 4250.000000 | 1.0000 | 0 | 0 |
| 113546 | 36 | Completed | 0.23801 | 0.2230 | NaN | Full-time | False | 700.0 | 719.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113547 | 36 | Completed | 0.12427 | 0.0964 | 8.0 | Full-time | True | 760.0 | 779.0 | 9166.666667 | 1.0000 | 1 | 1 |
| 113548 | 60 | Current | 0.22063 | 0.1960 | 8.0 | Employed | True | 700.0 | 719.0 | 7666.666667 | 1.0000 | 0 | 0 |
| 113549 | 36 | Current | 0.15324 | 0.1249 | 7.0 | Employed | False | 720.0 | 739.0 | 4750.000000 | 1.0000 | 0 | 0 |
| 113550 | 36 | Completed | 0.23682 | 0.1990 | 9.0 | Part-time | False | 640.0 | 659.0 | 800.000000 | 1.0000 | 0 | 0 |
| 113551 | 36 | Completed | 0.28851 | 0.2499 | 6.0 | Other | False | 700.0 | 719.0 | 1091.000000 | 1.0000 | 0 | 0 |
| 113552 | 36 | Completed | 0.23631 | 0.1985 | 9.0 | Full-time | True | 640.0 | 659.0 | 2833.333333 | 1.0000 | 0 | 0 |
| 113553 | 60 | Current | 0.17685 | 0.1535 | 8.0 | Employed | True | 660.0 | 679.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113554 | 36 | Completed | 0.08684 | 0.0800 | NaN | Retired | True | 800.0 | 819.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 113555 | 36 | Current | 0.30532 | 0.2699 | 5.0 | Self-employed | True | 780.0 | 799.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 113556 | 36 | Current | 0.27776 | 0.2394 | 2.0 | Employed | True | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113557 | 60 | Current | 0.31293 | 0.2862 | 4.0 | Employed | True | 760.0 | 779.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113558 | 36 | Current | 0.26917 | 0.2310 | 3.0 | Employed | True | 660.0 | 679.0 | 3583.333333 | 1.0000 | 0 | 0 |
| 113559 | 36 | Current | 0.35132 | 0.3149 | 5.0 | Employed | True | 680.0 | 699.0 | 18.333333 | 1.0000 | 0 | 0 |
| 113560 | 36 | Current | 0.30285 | 0.2639 | 2.0 | Employed | True | 640.0 | 659.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113561 | 60 | Current | 0.19681 | 0.1730 | 7.0 | Employed | True | 720.0 | 739.0 | 19166.666667 | 1.0000 | 0 | 0 |
| 113562 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | True | 780.0 | 799.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113563 | 36 | Completed | 0.21177 | 0.2044 | NaN | Full-time | False | 620.0 | 639.0 | 2976.000000 | 1.0000 | 0 | 0 |
| 113564 | 36 | Completed | 0.12400 | 0.1029 | 8.0 | Employed | True | 740.0 | 759.0 | 9646.666667 | 1.0000 | 0 | 0 |
| 113565 | 60 | Current | 0.16294 | 0.1399 | 9.0 | Employed | True | 720.0 | 739.0 | 13333.333333 | 1.0000 | 0 | 0 |
| 113566 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | False | 680.0 | 699.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113567 | 36 | Chargedoff | 0.35797 | 0.3177 | 2.0 | Employed | False | 700.0 | 719.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113568 | 36 | Completed | 0.24213 | 0.2195 | NaN | Full-time | True | 640.0 | 659.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 113569 | 60 | Current | 0.30337 | 0.2769 | 2.0 | Employed | True | 700.0 | 719.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113570 | 36 | Current | 0.09030 | 0.0769 | 11.0 | Employed | True | 720.0 | 739.0 | 12916.666667 | 1.0000 | 0 | 0 |
| 113571 | 60 | Current | 0.20372 | 0.1795 | 4.0 | Employed | True | 680.0 | 699.0 | 8666.666667 | 1.0000 | 0 | 0 |
| 113572 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Employed | False | 680.0 | 699.0 | 1937.750000 | 1.0000 | 0 | 0 |
| 113573 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | False | 520.0 | 539.0 | 1500.000000 | 1.0000 | 0 | 0 |
| 113574 | 36 | Current | 0.09736 | 0.0839 | 8.0 | Employed | True | 780.0 | 799.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113575 | 36 | Past Due (1-15 days) | 0.35643 | 0.3199 | 4.0 | Other | True | 660.0 | 679.0 | 3779.250000 | 1.0000 | 0 | 0 |
| 113576 | 36 | Chargedoff | 0.21402 | 0.1955 | NaN | Full-time | False | 520.0 | 539.0 | 2510.666667 | 1.0000 | 0 | 0 |
| 113577 | 60 | Completed | 0.09826 | 0.0961 | 10.0 | Employed | True | 800.0 | 819.0 | 5500.000000 | 1.0000 | 0 | 0 |
| 113578 | 36 | Completed | 0.17359 | 0.1449 | 8.0 | Employed | False | 700.0 | 719.0 | 9000.000000 | 1.0000 | 0 | 0 |
| 113579 | 60 | Current | 0.22283 | 0.1984 | 5.0 | Employed | True | 760.0 | 779.0 | 6368.750000 | 1.0000 | 0 | 0 |
| 113580 | 36 | Defaulted | 0.33051 | 0.2909 | 6.0 | Employed | False | 680.0 | 699.0 | 5333.333333 | 1.0000 | 0 | 0 |
| 113581 | 60 | Current | 0.17849 | 0.1551 | 9.0 | Employed | False | 720.0 | 739.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 113582 | 60 | Current | 0.25625 | 0.2310 | 3.0 | Self-employed | True | 740.0 | 759.0 | 3166.666667 | 1.0000 | 0 | 0 |
| 113583 | 36 | Current | 0.19501 | 0.1585 | 4.0 | Employed | True | 660.0 | 679.0 | 4100.000000 | 1.0000 | 0 | 0 |
| 113584 | 36 | Current | 0.12081 | 0.0930 | 8.0 | Employed | True | 760.0 | 779.0 | 9166.666667 | 1.0000 | 0 | 0 |
| 113585 | 36 | Current | 0.21434 | 0.1774 | 3.0 | Full-time | True | 720.0 | 739.0 | 5916.666667 | 1.0000 | 0 | 0 |
| 113586 | 36 | Current | 0.18275 | 0.1465 | 7.0 | Employed | False | 660.0 | 679.0 | 4666.666667 | 1.0000 | 0 | 0 |
| 113587 | 60 | Current | 0.25102 | 0.2259 | 4.0 | Employed | False | 720.0 | 739.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113588 | 36 | Completed | 0.19957 | 0.1850 | NaN | Part-time | False | 600.0 | 619.0 | 800.000000 | 1.0000 | 0 | 0 |
| 113589 | 36 | Current | 0.31032 | 0.2712 | 2.0 | Employed | True | 660.0 | 679.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113590 | 36 | Chargedoff | 0.09221 | 0.0715 | 10.0 | Full-time | False | 720.0 | 739.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 113591 | 36 | Completed | 0.15462 | 0.1475 | NaN | NaN | True | 640.0 | 659.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 113592 | 36 | Completed | 0.08935 | 0.0825 | NaN | Full-time | True | 720.0 | 739.0 | 6612.666667 | 1.0000 | 0 | 0 |
| 113593 | 36 | Chargedoff | 0.24246 | 0.2049 | 7.0 | Employed | True | 660.0 | 679.0 | 8416.666667 | 1.0000 | 0 | 0 |
| 113594 | 36 | Current | 0.28339 | 0.2449 | 3.0 | Employed | True | 660.0 | 679.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113595 | 36 | Current | 0.15324 | 0.1249 | 8.0 | Employed | True | 680.0 | 699.0 | 4700.000000 | 1.0000 | 0 | 0 |
| 113596 | 36 | Current | 0.25013 | 0.2124 | 4.0 | Employed | False | 680.0 | 699.0 | 3250.000000 | 1.0000 | 0 | 0 |
| 113597 | 36 | Current | 0.25013 | 0.2124 | 4.0 | Employed | True | 680.0 | 699.0 | 7000.000000 | 1.0000 | 0 | 0 |
| 113598 | 36 | Chargedoff | 0.24507 | 0.2300 | NaN | Full-time | False | 520.0 | 539.0 | 2166.666667 | 1.0000 | 1 | 0 |
| 113599 | 60 | Current | 0.34614 | 0.3185 | 4.0 | Employed | False | 620.0 | 639.0 | 1833.333333 | 1.0000 | 0 | 0 |
| 113600 | 36 | Completed | 0.28370 | 0.2452 | 5.0 | Other | False | 720.0 | 739.0 | 3366.666667 | 1.0000 | 0 | 0 |
| 113601 | 36 | Completed | 0.34731 | 0.3073 | 1.0 | Employed | True | 620.0 | 639.0 | 5333.333333 | 1.0000 | 0 | 0 |
| 113602 | 36 | Completed | 0.15641 | 0.1349 | NaN | Full-time | False | 640.0 | 659.0 | 1587.916667 | 1.0000 | 0 | 0 |
| 113603 | 36 | Current | 0.21025 | 0.1734 | 4.0 | Employed | True | 760.0 | 779.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113604 | 36 | Completed | 0.30856 | 0.2850 | 6.0 | Full-time | False | 660.0 | 679.0 | 8816.333333 | 1.0000 | 0 | 0 |
| 113605 | 60 | Current | 0.15629 | 0.1334 | 7.0 | Employed | True | 720.0 | 739.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113606 | 36 | Completed | 0.12528 | 0.0974 | 9.0 | Employed | False | 720.0 | 739.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113607 | 60 | Current | 0.19221 | 0.1685 | 5.0 | Employed | False | 660.0 | 679.0 | 5666.666667 | 1.0000 | 0 | 0 |
| 113608 | 60 | Chargedoff | 0.24252 | 0.2199 | 6.0 | Employed | False | 660.0 | 679.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113609 | 36 | Current | 0.26383 | 0.2254 | 4.0 | Other | True | 640.0 | 659.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 113610 | 36 | Completed | 0.38723 | 0.3500 | 4.0 | Employed | True | 660.0 | 679.0 | 1833.333333 | 1.0000 | 0 | 0 |
| 113611 | 12 | Chargedoff | 0.35843 | 0.2669 | 4.0 | Full-time | False | 640.0 | 659.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113612 | 36 | Chargedoff | 0.35797 | 0.3177 | 1.0 | Employed | False | 640.0 | 659.0 | 8083.333333 | 1.0000 | 0 | 0 |
| 113613 | 36 | Completed | 0.12528 | 0.0974 | 9.0 | Employed | True | 660.0 | 679.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 113614 | 36 | Defaulted | 0.37453 | 0.3500 | NaN | Full-time | True | 520.0 | 539.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113615 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Full-time | False | 720.0 | 739.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113616 | 36 | Completed | 0.28488 | 0.2499 | 6.0 | Employed | False | 720.0 | 739.0 | 1500.000000 | 1.0000 | 0 | 0 |
| 113617 | 36 | Completed | 0.37453 | 0.3500 | 1.0 | Self-employed | True | 640.0 | 659.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113618 | 36 | Completed | 0.17221 | 0.1505 | 8.0 | Full-time | True | 740.0 | 759.0 | 2333.333333 | 1.0000 | 0 | 0 |
| 113619 | 36 | Completed | 0.07570 | 0.0689 | NaN | Full-time | True | 860.0 | 879.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113620 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Employed | True | 680.0 | 699.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113621 | 36 | Chargedoff | 0.22744 | 0.2200 | NaN | Full-time | True | 680.0 | 699.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 113622 | 36 | Chargedoff | 0.34577 | 0.3058 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113623 | 36 | Current | 0.16732 | 0.1314 | 8.0 | Employed | True | 680.0 | 699.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 113624 | 36 | Current | 0.31668 | 0.2774 | 2.0 | Employed | False | 660.0 | 679.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113625 | 36 | Defaulted | 0.35797 | 0.3177 | 4.0 | Other | True | 800.0 | 819.0 | 1500.000000 | 1.0000 | 0 | 0 |
| 113626 | 36 | Completed | 0.17722 | 0.1700 | NaN | NaN | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 113627 | 60 | Current | 0.20358 | 0.1845 | 8.0 | Employed | True | 680.0 | 699.0 | 9133.333333 | 1.0000 | 0 | 0 |
| 113628 | 60 | Completed | 0.24589 | 0.2209 | 3.0 | Self-employed | True | 740.0 | 759.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 113629 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 540.0 | 559.0 | 6750.000000 | 1.0000 | 0 | 0 |
| 113630 | 36 | Completed | 0.20735 | 0.2000 | NaN | Not available | True | 640.0 | 659.0 | 2666.666667 | 1.0000 | 0 | 0 |
| 113631 | 36 | Completed | 0.11145 | 0.0905 | 9.0 | Full-time | True | 760.0 | 779.0 | 6166.666667 | 1.0000 | 0 | 0 |
| 113632 | 36 | Current | 0.08496 | 0.0716 | 10.0 | Employed | True | 760.0 | 779.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 113633 | 36 | Current | 0.14206 | 0.1139 | 8.0 | Employed | True | 680.0 | 699.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113634 | 36 | Current | 0.32333 | 0.2839 | 8.0 | Employed | True | 640.0 | 659.0 | 5166.666667 | 1.0000 | 0 | 0 |
| 113635 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 500.0 | 519.0 | 1920.000000 | 1.0000 | 0 | 0 |
| 113636 | 36 | Current | 0.21290 | 0.1760 | 6.0 | Other | True | 680.0 | 699.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 113637 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | False | 620.0 | 639.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113638 | 36 | Current | 0.33051 | 0.2909 | 4.0 | Employed | True | 600.0 | 619.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113639 | 60 | Current | 0.26877 | 0.2432 | 3.0 | Employed | False | 720.0 | 739.0 | 3416.666667 | 1.0000 | 0 | 0 |
| 113640 | 36 | Current | 0.13799 | 0.1099 | 3.0 | Other | True | 800.0 | 819.0 | 5666.666667 | 1.0000 | 0 | 0 |
| 113641 | 36 | Current | 0.17969 | 0.1435 | 4.0 | Employed | True | 680.0 | 699.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113642 | 60 | Current | 0.14453 | 0.1219 | 7.0 | Employed | True | 760.0 | 779.0 | 5916.666667 | 1.0000 | 0 | 0 |
| 113643 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Employed | True | 780.0 | 799.0 | 15833.333333 | 1.0000 | 0 | 0 |
| 113644 | 60 | Current | 0.31420 | 0.2899 | 6.0 | Employed | True | 720.0 | 739.0 | 9166.666667 | 1.0000 | 0 | 0 |
| 113645 | 60 | Current | 0.22140 | 0.1970 | 5.0 | Employed | True | 640.0 | 659.0 | 3583.333333 | 1.0000 | 0 | 0 |
| 113646 | 36 | Completed | 0.22362 | 0.1899 | 6.0 | Part-time | False | 740.0 | 759.0 | 1600.000000 | 1.0000 | 0 | 0 |
| 113647 | 36 | Completed | 0.22872 | 0.1949 | 9.0 | Employed | False | 660.0 | 679.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113648 | 36 | Completed | 0.12274 | 0.0949 | 7.0 | Employed | True | 780.0 | 799.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113649 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Employed | False | 660.0 | 679.0 | 700.000000 | 1.0000 | 0 | 0 |
| 113650 | 36 | Current | 0.30131 | 0.2624 | 2.0 | Employed | True | 660.0 | 679.0 | 5666.666667 | 1.0000 | 0 | 0 |
| 113651 | 36 | Past Due (1-15 days) | 0.19144 | 0.1550 | 6.0 | Other | False | 740.0 | 759.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 113652 | 60 | Current | 0.16686 | 0.1435 | 5.0 | Self-employed | False | 720.0 | 739.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 113653 | 36 | Past Due (1-15 days) | 0.35797 | 0.3177 | 2.0 | Full-time | True | 620.0 | 639.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 113654 | 36 | Current | 0.13799 | 0.1099 | 6.0 | Self-employed | True | 720.0 | 739.0 | 16666.666667 | 1.0000 | 0 | 0 |
| 113655 | 36 | Chargedoff | 0.17292 | 0.1512 | NaN | Full-time | True | 620.0 | 639.0 | 3500.000000 | 1.0000 | 1 | 1 |
| 113656 | 36 | Current | 0.11563 | 0.0879 | 7.0 | Employed | True | 720.0 | 739.0 | 5333.333333 | 1.0000 | 0 | 0 |
| 113657 | 36 | Current | 0.12020 | 0.0924 | 8.0 | Employed | False | 720.0 | 739.0 | 6083.333333 | 1.0000 | 0 | 0 |
| 113658 | 36 | Completed | 0.25781 | 0.2199 | 4.0 | Employed | False | 640.0 | 659.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113659 | 36 | Current | 0.16324 | 0.1274 | 4.0 | Employed | True | 700.0 | 719.0 | 3583.333333 | 1.0000 | 0 | 0 |
| 113660 | 36 | Completed | 0.18690 | 0.1650 | 9.0 | Full-time | False | 640.0 | 659.0 | 9583.333333 | 1.0000 | 0 | 0 |
| 113661 | 60 | Current | 0.23052 | 0.2059 | 5.0 | Employed | False | 660.0 | 679.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113662 | 36 | Completed | 0.17677 | 0.1550 | NaN | Full-time | True | 620.0 | 639.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 113663 | 36 | Chargedoff | 0.29525 | 0.2875 | NaN | NaN | False | 520.0 | 539.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 113664 | 36 | Completed | 0.21689 | 0.2095 | NaN | Not available | True | 540.0 | 559.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113665 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Employed | True | 680.0 | 699.0 | 5583.333333 | 1.0000 | 0 | 0 |
| 113666 | 60 | Current | 0.20040 | 0.1765 | 6.0 | Employed | False | 680.0 | 699.0 | 4566.666667 | 1.0000 | 0 | 0 |
| 113667 | 36 | Chargedoff | 0.35643 | 0.3199 | 4.0 | Employed | False | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113668 | 36 | Completed | 0.07439 | 0.0710 | 10.0 | Full-time | False | 720.0 | 739.0 | 3059.250000 | 1.0000 | 0 | 2 |
| 113669 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Employed | True | 680.0 | 699.0 | 19166.666667 | 1.0000 | 0 | 0 |
| 113670 | 60 | Current | 0.24856 | 0.2235 | 5.0 | Self-employed | False | 640.0 | 659.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113671 | 60 | Current | 0.22140 | 0.1970 | 4.0 | Employed | False | 660.0 | 679.0 | 8583.333333 | 1.0000 | 0 | 0 |
| 113672 | 36 | Completed | 0.35797 | 0.3177 | 2.0 | Self-employed | True | 760.0 | 779.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 113673 | 60 | Current | 0.23318 | 0.2085 | 8.0 | Employed | False | 720.0 | 739.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113674 | 36 | Completed | 0.39153 | 0.3500 | 7.0 | Part-time | False | 620.0 | 639.0 | 933.333333 | 1.0000 | 0 | 0 |
| 113675 | 60 | Current | 0.12113 | 0.0990 | 10.0 | Employed | False | 780.0 | 799.0 | 10833.333333 | 1.0000 | 0 | 0 |
| 113676 | 60 | Current | 0.20347 | 0.1795 | 7.0 | Employed | True | 700.0 | 719.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113677 | 36 | Current | 0.27060 | 0.2324 | 6.0 | Employed | True | 700.0 | 719.0 | 6375.000000 | 1.0000 | 0 | 0 |
| 113678 | 36 | Completed | 0.12562 | 0.1045 | NaN | Full-time | True | 640.0 | 659.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 113679 | 36 | Current | 0.17359 | 0.1449 | 6.0 | Full-time | True | 640.0 | 659.0 | 3416.666667 | 1.0000 | 0 | 0 |
| 113680 | 36 | Completed | 0.12782 | 0.0999 | 9.0 | Employed | False | 720.0 | 739.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 113681 | 36 | Current | 0.20217 | 0.1655 | 4.0 | Employed | True | 680.0 | 699.0 | 8750.000000 | 1.0000 | 0 | 0 |
| 113682 | 60 | Chargedoff | 0.32680 | 0.2997 | 5.0 | Not employed | True | 760.0 | 779.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113683 | 60 | Chargedoff | 0.09816 | 0.0960 | 10.0 | Employed | True | 780.0 | 799.0 | 7500.000000 | 0.7067 | 0 | 0 |
| 113684 | 60 | Current | 0.26877 | 0.2432 | 3.0 | Self-employed | False | 680.0 | 699.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113685 | 36 | Current | 0.19645 | 0.1599 | 8.0 | Employed | True | 740.0 | 759.0 | 11666.666667 | 1.0000 | 0 | 0 |
| 113686 | 36 | Completed | 0.21588 | 0.2085 | NaN | Full-time | False | 740.0 | 759.0 | 0.000000 | 1.0000 | 0 | 1 |
| 113687 | 60 | Current | 0.21566 | 0.1914 | 6.0 | Employed | False | 680.0 | 699.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113688 | 60 | Current | 0.23718 | 0.2124 | 8.0 | Employed | False | 720.0 | 739.0 | 1800.000000 | 1.0000 | 0 | 0 |
| 113689 | 12 | Completed | 0.29901 | 0.2199 | 1.0 | Self-employed | True | 680.0 | 699.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113690 | 36 | Current | 0.11599 | 0.0879 | 8.0 | Employed | True | 700.0 | 719.0 | 11666.666667 | 1.0000 | 0 | 0 |
| 113691 | 36 | Completed | 0.16056 | 0.1390 | 9.0 | Employed | True | 780.0 | 799.0 | 7583.333333 | 1.0000 | 0 | 0 |
| 113692 | 36 | Chargedoff | 0.36623 | 0.3500 | NaN | Not employed | True | 580.0 | 599.0 | 1289.000000 | 1.0000 | 0 | 0 |
| 113693 | 36 | Defaulted | 0.27103 | 0.2480 | NaN | Full-time | False | 640.0 | 659.0 | 2791.666667 | 1.0000 | 0 | 0 |
| 113694 | 36 | Current | 0.17969 | 0.1435 | 7.0 | Employed | False | 700.0 | 719.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 113695 | 36 | Chargedoff | 0.13705 | 0.1300 | NaN | Self-employed | True | 720.0 | 739.0 | 2083.333333 | 1.0000 | 0 | 0 |
| 113696 | 36 | Completed | 0.07539 | 0.0720 | 10.0 | Full-time | True | 840.0 | 859.0 | 4250.000000 | 1.0000 | 0 | 0 |
| 113697 | 36 | Past Due (1-15 days) | 0.28728 | 0.2487 | 5.0 | Employed | False | 600.0 | 619.0 | 7583.333333 | 1.0000 | 0 | 0 |
| 113698 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Employed | False | 700.0 | 719.0 | 1250.000000 | 1.0000 | 0 | 0 |
| 113699 | 36 | Chargedoff | 0.24753 | 0.2400 | NaN | Full-time | True | 640.0 | 659.0 | 8411.833333 | 1.0000 | 0 | 0 |
| 113700 | 36 | Past Due (1-15 days) | 0.27285 | 0.2346 | 5.0 | Employed | True | 620.0 | 639.0 | 14000.000000 | 1.0000 | 0 | 0 |
| 113701 | 60 | Completed | 0.32393 | 0.2969 | 2.0 | Employed | False | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113702 | 36 | Current | 0.31616 | 0.2769 | 2.0 | Employed | False | 640.0 | 659.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 113703 | 36 | Current | 0.30899 | 0.2699 | 2.0 | Employed | False | 660.0 | 679.0 | 6333.333333 | 1.0000 | 0 | 0 |
| 113704 | 36 | Completed | 0.05104 | 0.0500 | NaN | Full-time | False | 620.0 | 639.0 | 1000.000000 | 1.0000 | 0 | 1 |
| 113705 | 36 | Completed | 0.22362 | 0.1899 | 6.0 | Full-time | False | 660.0 | 679.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113706 | 36 | Current | 0.13799 | 0.1099 | 11.0 | Employed | False | 660.0 | 679.0 | 4416.666667 | 1.0000 | 0 | 0 |
| 113707 | 60 | Current | 0.24036 | 0.2155 | 4.0 | Employed | True | 720.0 | 739.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113708 | 36 | Current | 0.14206 | 0.1139 | 7.0 | Employed | False | 680.0 | 699.0 | 5583.166667 | 1.0000 | 0 | 0 |
| 113709 | 36 | Current | 0.33215 | 0.2925 | 3.0 | Other | False | 640.0 | 659.0 | 4000.000000 | 1.0000 | 0 | 0 |
| 113710 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Employed | False | 680.0 | 699.0 | 1916.666667 | 1.0000 | 0 | 0 |
| 113711 | 36 | Completed | 0.25278 | 0.2300 | NaN | Self-employed | True | 660.0 | 679.0 | 3500.000000 | 1.0000 | 0 | 0 |
| 113712 | 36 | Defaulted | 0.24502 | 0.2375 | NaN | NaN | False | 500.0 | 519.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113713 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Full-time | False | 520.0 | 539.0 | 1906.500000 | 1.0000 | 0 | 0 |
| 113714 | 36 | Chargedoff | 0.28887 | 0.2695 | NaN | Not available | True | 360.0 | 379.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 113715 | 36 | Chargedoff | 0.19220 | 0.1776 | NaN | Full-time | True | 680.0 | 699.0 | 4916.666667 | 1.0000 | 0 | 0 |
| 113716 | 36 | Defaulted | 0.22186 | 0.1995 | NaN | Part-time | False | 580.0 | 599.0 | 1041.666667 | 1.0000 | 0 | 0 |
| 113717 | 36 | Completed | 0.12663 | 0.1055 | 9.0 | Employed | True | 760.0 | 779.0 | 5072.833333 | 1.0000 | 0 | 0 |
| 113718 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Employed | False | 680.0 | 699.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 113719 | 60 | Current | 0.22242 | 0.1980 | 5.0 | Employed | True | 660.0 | 679.0 | 8791.666667 | 1.0000 | 0 | 0 |
| 113720 | 36 | Completed | 0.16717 | 0.1600 | NaN | Full-time | True | 640.0 | 659.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 113721 | 36 | Completed | 0.11296 | 0.0920 | 9.0 | Full-time | True | 740.0 | 759.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 113722 | 60 | Completed | 0.24015 | 0.2153 | 6.0 | Employed | False | 720.0 | 739.0 | 2861.000000 | 1.0000 | 0 | 0 |
| 113723 | 36 | Chargedoff | 0.20037 | 0.1820 | NaN | Full-time | False | 560.0 | 579.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113724 | 60 | Current | 0.15016 | 0.1274 | 8.0 | Employed | False | 680.0 | 699.0 | 5666.666667 | 1.0000 | 0 | 0 |
| 113725 | 36 | Completed | 0.11323 | 0.0840 | 9.0 | Part-time | False | 700.0 | 719.0 | 933.333333 | 1.0000 | 0 | 0 |
| 113726 | 36 | Current | 0.12528 | 0.0974 | 8.0 | Full-time | False | 700.0 | 719.0 | 2426.666667 | 1.0000 | 0 | 0 |
| 113727 | 36 | Chargedoff | 0.35132 | 0.3149 | 4.0 | Other | False | 700.0 | 719.0 | 2300.000000 | 1.0000 | 0 | 0 |
| 113728 | 36 | Completed | 0.16014 | 0.1530 | NaN | Not available | True | 660.0 | 679.0 | 3903.166667 | 1.0000 | 0 | 0 |
| 113729 | 60 | Current | 0.21166 | 0.1875 | 7.0 | Employed | False | 640.0 | 659.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113730 | 36 | Completed | 0.35797 | 0.3177 | 6.0 | Employed | False | 660.0 | 679.0 | 4833.333333 | 1.0000 | 0 | 0 |
| 113731 | 36 | Current | 0.07821 | 0.0649 | 10.0 | Full-time | True | 800.0 | 819.0 | 8833.333333 | 1.0000 | 0 | 2 |
| 113732 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | True | 540.0 | 559.0 | 9833.333333 | 1.0000 | 0 | 0 |
| 113733 | 60 | Current | 0.20593 | 0.1819 | 8.0 | Employed | False | 720.0 | 739.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113734 | 36 | Current | 0.19144 | 0.1550 | 6.0 | Employed | True | 680.0 | 699.0 | 11158.333333 | 1.0000 | 0 | 0 |
| 113735 | 36 | Chargedoff | 0.22141 | 0.2140 | NaN | Not available | True | 600.0 | 619.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113736 | 36 | Completed | 0.16185 | 0.1547 | NaN | Not available | False | 600.0 | 619.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113737 | 36 | Completed | 0.23250 | 0.2100 | 8.0 | Full-time | False | 640.0 | 659.0 | 2833.333333 | 1.0000 | 0 | 1 |
| 113738 | 60 | Current | 0.18136 | 0.1579 | 7.0 | Employed | False | 740.0 | 759.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113739 | 60 | Current | 0.22140 | 0.1970 | 5.0 | Employed | False | 640.0 | 659.0 | 4666.666667 | 1.0000 | 0 | 0 |
| 113740 | 36 | Current | 0.14816 | 0.1199 | 7.0 | Employed | True | 720.0 | 739.0 | 8074.916667 | 1.0000 | 0 | 0 |
| 113741 | 36 | Current | 0.23121 | 0.1939 | 6.0 | Employed | True | 720.0 | 739.0 | 4424.000000 | 1.0000 | 0 | 0 |
| 113742 | 36 | Completed | 0.35797 | 0.3177 | 6.0 | Employed | False | 640.0 | 659.0 | 2741.666667 | 1.0000 | 0 | 0 |
| 113743 | 60 | Current | 0.23984 | 0.2150 | 3.0 | Employed | False | 680.0 | 699.0 | 2916.666667 | 1.0000 | 0 | 0 |
| 113744 | 36 | Current | 0.12691 | 0.0990 | 7.0 | Self-employed | False | 740.0 | 759.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113745 | 60 | Current | 0.23872 | 0.2139 | 4.0 | Employed | True | 680.0 | 699.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 113746 | 36 | FinalPaymentInProgress | 0.29537 | 0.2566 | 4.0 | Employed | True | 640.0 | 659.0 | 5332.000000 | 1.0000 | 0 | 0 |
| 113747 | 36 | Current | 0.28032 | 0.2419 | 3.0 | Employed | True | 700.0 | 719.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113748 | 36 | Past Due (91-120 days) | 0.31790 | 0.2786 | 2.0 | Other | True | 660.0 | 679.0 | 5445.000000 | 1.0000 | 0 | 0 |
| 113749 | 36 | Current | 0.19108 | 0.1621 | 8.0 | Employed | True | 760.0 | 779.0 | 12750.000000 | 1.0000 | 0 | 0 |
| 113750 | 36 | Current | 0.09065 | 0.0769 | 11.0 | Employed | True | 800.0 | 819.0 | 7416.666667 | 1.0000 | 0 | 0 |
| 113751 | 36 | Completed | 0.34887 | 0.3125 | 4.0 | Employed | True | 680.0 | 699.0 | 5208.333333 | 1.0000 | 0 | 0 |
| 113752 | 36 | Current | 0.17495 | 0.1385 | 3.0 | Employed | True | 740.0 | 759.0 | 9750.000000 | 1.0000 | 0 | 0 |
| 113753 | 36 | Current | 0.32538 | 0.2859 | 4.0 | Other | False | 600.0 | 619.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113754 | 36 | Completed | 0.28498 | 0.2500 | 1.0 | Employed | True | 640.0 | 659.0 | 5000.000000 | 1.0000 | 2 | 0 |
| 113755 | 36 | Completed | 0.10436 | 0.0835 | 9.0 | Full-time | True | 740.0 | 759.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 113756 | 60 | Current | 0.29341 | 0.2672 | 4.0 | Employed | False | 640.0 | 659.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113757 | 60 | Current | 0.21115 | 0.1870 | 10.0 | Employed | False | 640.0 | 659.0 | 6650.000000 | 1.0000 | 0 | 0 |
| 113758 | 36 | Completed | 0.12090 | 0.1069 | NaN | Full-time | False | 540.0 | 559.0 | 6250.000000 | 1.0000 | 0 | 1 |
| 113759 | 36 | Current | 0.26528 | 0.2272 | 4.0 | Employed | False | 660.0 | 679.0 | 5208.333333 | 1.0000 | 0 | 0 |
| 113760 | 60 | Current | 0.19988 | 0.1760 | 7.0 | Employed | True | 680.0 | 699.0 | 9065.333333 | 1.0000 | 0 | 0 |
| 113761 | 60 | Current | 0.16151 | 0.1385 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113762 | 60 | Current | 0.13636 | 0.1139 | 11.0 | Employed | True | 740.0 | 759.0 | 9083.333333 | 1.0000 | 0 | 0 |
| 113763 | 12 | Completed | 0.25785 | 0.1795 | 3.0 | Employed | True | 720.0 | 739.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 113764 | 36 | Current | 0.22108 | 0.1840 | 4.0 | Employed | True | 660.0 | 679.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113765 | 60 | Current | 0.21156 | 0.1874 | 6.0 | Employed | False | 680.0 | 699.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113766 | 36 | Current | 0.12427 | 0.0964 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113767 | 36 | Chargedoff | 0.36945 | 0.3450 | NaN | Self-employed | False | 520.0 | 539.0 | 0.000000 | 1.0000 | 1 | 1 |
| 113768 | 36 | Completed | 0.17722 | 0.1700 | NaN | Not available | False | 580.0 | 599.0 | 1709.916667 | 1.0000 | 0 | 0 |
| 113769 | 36 | Past Due (31-60 days) | 0.31790 | 0.2786 | 3.0 | Employed | True | 640.0 | 659.0 | 6333.333333 | 1.0000 | 0 | 0 |
| 113770 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Employed | False | 660.0 | 679.0 | 6875.000000 | 1.0000 | 0 | 0 |
| 113771 | 60 | Current | 0.17061 | 0.1474 | 7.0 | Employed | True | 720.0 | 739.0 | 6166.666667 | 1.0000 | 0 | 0 |
| 113772 | 36 | Current | 0.20051 | 0.1635 | 4.0 | Employed | False | 700.0 | 719.0 | 4433.333333 | 1.0000 | 0 | 0 |
| 113773 | 36 | Current | 0.16324 | 0.1274 | 6.0 | Employed | True | 700.0 | 719.0 | 2720.833333 | 1.0000 | 0 | 0 |
| 113774 | 36 | Current | 0.22712 | 0.1899 | 3.0 | Employed | True | 720.0 | 739.0 | 7750.000000 | 1.0000 | 0 | 0 |
| 113775 | 60 | Completed | 0.16151 | 0.1385 | 9.0 | Employed | True | 800.0 | 819.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113776 | 12 | Completed | 0.09986 | 0.0628 | 10.0 | Employed | False | 720.0 | 739.0 | 23750.000000 | 1.0000 | 0 | 0 |
| 113777 | 36 | Chargedoff | 0.28979 | 0.2665 | 7.0 | Full-time | False | 720.0 | 739.0 | 6583.333333 | 1.0000 | 0 | 0 |
| 113778 | 36 | Current | 0.08829 | 0.0749 | 10.0 | Employed | True | 780.0 | 799.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113779 | 60 | Current | 0.20593 | 0.1819 | 4.0 | Employed | False | 660.0 | 679.0 | 4250.000000 | 1.0000 | 0 | 0 |
| 113780 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | True | 700.0 | 719.0 | 2750.000000 | 1.0000 | 0 | 0 |
| 113781 | 60 | Current | 0.15425 | 0.1314 | 8.0 | Employed | False | 720.0 | 739.0 | 3418.166667 | 1.0000 | 0 | 0 |
| 113782 | 36 | Completed | 0.29740 | 0.2740 | 7.0 | Full-time | True | 680.0 | 699.0 | 5583.333333 | 1.0000 | 0 | 0 |
| 113783 | 60 | Completed | 0.35097 | 0.3232 | 5.0 | Employed | True | 740.0 | 759.0 | 7166.666667 | 1.0000 | 0 | 0 |
| 113784 | 36 | Current | 0.12691 | 0.0990 | 11.0 | Employed | True | 720.0 | 739.0 | 8583.333333 | 1.0000 | 0 | 0 |
| 113785 | 36 | Chargedoff | 0.32368 | 0.2999 | NaN | Full-time | False | 520.0 | 539.0 | 4491.666667 | 1.0000 | 0 | 0 |
| 113786 | 36 | Completed | 0.21223 | 0.1900 | NaN | Full-time | False | 520.0 | 539.0 | 1916.666667 | 1.0000 | 0 | 0 |
| 113787 | 36 | Completed | 0.35423 | 0.3300 | 6.0 | Full-time | True | 640.0 | 659.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113788 | 60 | Current | 0.21156 | 0.1874 | 5.0 | Employed | True | 720.0 | 739.0 | 5774.833333 | 1.0000 | 0 | 0 |
| 113789 | 36 | Current | 0.14446 | 0.1159 | 7.0 | Employed | True | 700.0 | 719.0 | 5777.333333 | 1.0000 | 0 | 0 |
| 113790 | 36 | Current | 0.12081 | 0.0930 | 6.0 | Employed | True | 740.0 | 759.0 | 8332.083333 | 1.0000 | 0 | 0 |
| 113791 | 36 | Completed | 0.14988 | 0.1410 | NaN | Full-time | True | 640.0 | 659.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113792 | 36 | Completed | 0.26681 | 0.2287 | 3.0 | Self-employed | True | 680.0 | 699.0 | 20000.000000 | 1.0000 | 0 | 0 |
| 113793 | 60 | Current | 0.23984 | 0.2150 | 4.0 | Employed | True | 700.0 | 719.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113794 | 36 | Current | 0.29510 | 0.2599 | 7.0 | Employed | False | 640.0 | 659.0 | 4916.666667 | 1.0000 | 0 | 0 |
| 113795 | 36 | Completed | 0.30532 | 0.2699 | 7.0 | Employed | True | 740.0 | 759.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113796 | 36 | Current | 0.12081 | 0.0930 | 10.0 | Employed | True | 700.0 | 719.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 113797 | 36 | Defaulted | 0.11696 | 0.1100 | NaN | Not available | False | 660.0 | 679.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113798 | 60 | Current | 0.19681 | 0.1730 | 7.0 | Employed | False | 700.0 | 719.0 | 5950.000000 | 1.0000 | 0 | 0 |
| 113799 | 36 | Completed | 0.17621 | 0.1690 | NaN | Full-time | True | 760.0 | 779.0 | 5600.000000 | 1.0000 | 0 | 0 |
| 113800 | 12 | Completed | 0.22357 | 0.1259 | 5.0 | Employed | False | 700.0 | 719.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113801 | 36 | Completed | 0.08632 | 0.0749 | NaN | Full-time | False | 780.0 | 799.0 | 3958.333333 | 1.0000 | 0 | 0 |
| 113802 | 36 | Completed | 0.35797 | 0.3177 | 2.0 | Employed | False | 620.0 | 639.0 | 3127.166667 | 1.0000 | 1 | 0 |
| 113803 | 36 | Defaulted | 0.11293 | 0.0990 | NaN | Self-employed | True | 680.0 | 699.0 | 0.000000 | 1.0000 | 0 | 0 |
| 113804 | 36 | Completed | 0.26140 | 0.2500 | NaN | Full-time | False | 600.0 | 619.0 | 13333.333333 | 1.0000 | 0 | 0 |
| 113805 | 36 | Current | 0.20626 | 0.1695 | 6.0 | Employed | False | 660.0 | 679.0 | 4250.000000 | 1.0000 | 0 | 0 |
| 113806 | 36 | Completed | 0.20735 | 0.2000 | NaN | Full-time | True | 640.0 | 659.0 | 5250.000000 | 1.0000 | 0 | 0 |
| 113807 | 36 | Current | 0.19108 | 0.1621 | 8.0 | Employed | False | 680.0 | 699.0 | 8166.666667 | 1.0000 | 0 | 0 |
| 113808 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Employed | True | 640.0 | 659.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113809 | 36 | Defaulted | 0.17193 | 0.1575 | NaN | Full-time | True | 680.0 | 699.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113810 | 60 | Current | 0.18426 | 0.1605 | 6.0 | Employed | False | 700.0 | 719.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 113811 | 60 | Current | 0.22601 | 0.2015 | 6.0 | Employed | True | 660.0 | 679.0 | 4608.000000 | 1.0000 | 0 | 0 |
| 113812 | 36 | Completed | 0.15893 | 0.1500 | NaN | Full-time | False | 620.0 | 639.0 | 3398.083333 | 1.0000 | 0 | 0 |
| 113813 | 60 | Current | 0.28489 | 0.2589 | 3.0 | Employed | True | 700.0 | 719.0 | 8166.666667 | 1.0000 | 0 | 0 |
| 113814 | 36 | Defaulted | 0.27535 | 0.2600 | NaN | Retired | False | 540.0 | 559.0 | 1793.000000 | 1.0000 | 0 | 0 |
| 113815 | 36 | Current | 0.19501 | 0.1585 | 8.0 | Employed | False | 700.0 | 719.0 | 4500.000000 | 1.0000 | 0 | 0 |
| 113816 | 36 | Current | 0.31975 | 0.2800 | 3.0 | Employed | False | 680.0 | 699.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113817 | 60 | Current | 0.21822 | 0.1939 | 8.0 | Other | True | 760.0 | 779.0 | 3416.666667 | 1.0000 | 0 | 0 |
| 113818 | 36 | Completed | 0.08885 | 0.0820 | NaN | Full-time | True | 800.0 | 819.0 | 6166.666667 | 1.0000 | 0 | 0 |
| 113819 | 36 | Completed | 0.18123 | 0.1740 | NaN | Not available | True | 660.0 | 679.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113820 | 36 | Current | 0.19501 | 0.1585 | 4.0 | Employed | True | 660.0 | 679.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 113821 | 36 | Current | 0.21648 | 0.1795 | 6.0 | Employed | False | 640.0 | 659.0 | 5216.666667 | 1.0000 | 0 | 0 |
| 113822 | 60 | Current | 0.25359 | 0.2284 | 3.0 | Employed | True | 760.0 | 779.0 | 7483.333333 | 1.0000 | 0 | 0 |
| 113823 | 36 | Defaulted | 0.16941 | 0.1550 | NaN | Self-employed | True | 680.0 | 699.0 | 1808.333333 | 1.0000 | 0 | 0 |
| 113824 | 36 | Current | 0.11599 | 0.0879 | 10.0 | Employed | True | 780.0 | 799.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113825 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | False | 520.0 | 539.0 | 8833.333333 | 1.0000 | 0 | 0 |
| 113826 | 36 | Completed | 0.14709 | 0.1400 | NaN | Retired | True | 700.0 | 719.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113827 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Employed | False | 640.0 | 659.0 | 7416.666667 | 1.0000 | 0 | 0 |
| 113828 | 60 | Current | 0.27637 | 0.2506 | 3.0 | Employed | False | 680.0 | 699.0 | 5083.333333 | 0.8266 | 0 | 0 |
| 113829 | 12 | Completed | 0.23554 | 0.1576 | 7.0 | Employed | False | 640.0 | 659.0 | 15000.000000 | 1.0000 | 0 | 0 |
| 113830 | 36 | Chargedoff | 0.13915 | 0.1250 | NaN | Full-time | True | 740.0 | 759.0 | 7276.000000 | 1.0000 | 0 | 0 |
| 113831 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Employed | False | 680.0 | 699.0 | 2250.000000 | 1.0000 | 0 | 0 |
| 113832 | 60 | Current | 0.23718 | 0.2124 | 8.0 | Employed | False | 700.0 | 719.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 113833 | 36 | Chargedoff | 0.24507 | 0.2300 | NaN | Full-time | False | 560.0 | 579.0 | 5900.583333 | 1.0000 | 0 | 0 |
| 113834 | 12 | Completed | 0.17969 | 0.1224 | 8.0 | Employed | True | 700.0 | 719.0 | 7083.333333 | 1.0000 | 0 | 0 |
| 113835 | 36 | Chargedoff | 0.29926 | 0.2600 | 9.0 | Full-time | True | 640.0 | 659.0 | 5833.333333 | 1.0000 | 0 | 0 |
| 113836 | 36 | Completed | 0.23794 | 0.2001 | 9.0 | Self-employed | True | 640.0 | 659.0 | 10333.333333 | 1.0000 | 0 | 0 |
| 113837 | 36 | Completed | 0.17170 | 0.1500 | 9.0 | Full-time | True | 720.0 | 739.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113838 | 60 | Current | 0.20679 | 0.1825 | 6.0 | Employed | True | 660.0 | 679.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113839 | 36 | Completed | 0.09378 | 0.0800 | NaN | Full-time | True | 720.0 | 739.0 | 1363.416667 | 1.0000 | 0 | 0 |
| 113840 | 36 | Defaulted | 0.22674 | 0.2000 | 10.0 | Full-time | False | 660.0 | 679.0 | 2000.000000 | 1.0000 | 0 | 0 |
| 113841 | 60 | Current | 0.19988 | 0.1760 | 6.0 | Employed | False | 660.0 | 679.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113842 | 36 | Completed | 0.35898 | 0.2975 | 2.0 | Full-time | True | 640.0 | 659.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113843 | 36 | Completed | 0.15629 | 0.1420 | NaN | Full-time | False | 700.0 | 719.0 | 3250.000000 | 1.0000 | 0 | 0 |
| 113844 | 36 | Current | 0.15833 | 0.1299 | 10.0 | Employed | False | 720.0 | 739.0 | 4631.250000 | 1.0000 | 0 | 0 |
| 113845 | 36 | Current | 0.19501 | 0.1585 | 3.0 | Employed | True | 720.0 | 739.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113846 | 36 | Completed | 0.35132 | 0.3149 | 4.0 | Employed | True | 680.0 | 699.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113847 | 36 | Defaulted | 0.20735 | 0.2000 | NaN | Full-time | True | 740.0 | 759.0 | 9000.000000 | 1.0000 | 0 | 0 |
| 113848 | 36 | Completed | 0.30709 | 0.2875 | NaN | Not available | False | 0.0 | 19.0 | 833.333333 | 1.0000 | 0 | 0 |
| 113849 | 36 | Current | 0.19645 | 0.1599 | 6.0 | Employed | True | 660.0 | 679.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 113850 | 36 | Current | 0.14206 | 0.1139 | 6.0 | Employed | False | 700.0 | 719.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113851 | 36 | Current | 0.35132 | 0.3149 | 4.0 | Employed | True | 680.0 | 699.0 | 10416.666667 | 1.0000 | 0 | 0 |
| 113852 | 36 | Completed | 0.11345 | 0.1065 | NaN | Self-employed | True | 780.0 | 799.0 | 1958.333333 | 1.0000 | 0 | 0 |
| 113853 | 36 | Completed | 0.34770 | 0.3397 | NaN | Full-time | False | 620.0 | 639.0 | 3250.000000 | 1.0000 | 0 | 0 |
| 113854 | 36 | Current | 0.25781 | 0.2199 | 2.0 | Employed | False | 680.0 | 699.0 | 3416.666667 | 1.0000 | 0 | 0 |
| 113855 | 36 | Current | 0.14751 | 0.1189 | 11.0 | Full-time | False | 640.0 | 659.0 | 6666.666667 | 1.0000 | 0 | 0 |
| 113856 | 36 | Current | 0.28851 | 0.2499 | 6.0 | Other | True | 680.0 | 699.0 | 2466.250000 | 1.0000 | 0 | 0 |
| 113857 | 36 | Current | 0.28974 | 0.2511 | 6.0 | Self-employed | False | 720.0 | 739.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113858 | 60 | Current | 0.18852 | 0.1649 | 5.0 | Employed | False | 720.0 | 739.0 | 7666.666667 | 1.0000 | 0 | 0 |
| 113859 | 36 | Completed | 0.23635 | 0.2138 | NaN | Full-time | False | 560.0 | 579.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113860 | 36 | Current | 0.13109 | 0.1099 | 8.0 | Employed | False | 740.0 | 759.0 | 5966.666667 | 1.0000 | 0 | 0 |
| 113861 | 36 | Current | 0.25781 | 0.2199 | 7.0 | Employed | True | 640.0 | 659.0 | 4416.666667 | 1.0000 | 0 | 0 |
| 113862 | 36 | Current | 0.21372 | 0.1768 | 8.0 | Employed | True | 760.0 | 779.0 | 8000.000000 | 1.0000 | 0 | 0 |
| 113863 | 36 | Current | 0.12691 | 0.0990 | 6.0 | Employed | False | 760.0 | 779.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113864 | 36 | Completed | 0.17069 | 0.1490 | 8.0 | Employed | True | 820.0 | 839.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113865 | 60 | Completed | 0.27462 | 0.2489 | 7.0 | Employed | False | 660.0 | 679.0 | 13333.333333 | 1.0000 | 0 | 0 |
| 113866 | 36 | Completed | 0.20504 | 0.1829 | 1.0 | Self-employed | False | 640.0 | 659.0 | 14833.333333 | 1.0000 | 0 | 0 |
| 113867 | 60 | Current | 0.20808 | 0.1840 | 5.0 | Employed | False | 660.0 | 679.0 | 3083.333333 | 1.0000 | 0 | 0 |
| 113868 | 36 | Completed | 0.33608 | 0.3000 | 8.0 | Full-time | True | 680.0 | 699.0 | 8300.000000 | 1.0000 | 0 | 0 |
| 113869 | 60 | Completed | 0.24702 | 0.2220 | 4.0 | Employed | True | 660.0 | 679.0 | 1666.666667 | 1.0000 | 0 | 0 |
| 113870 | 36 | Current | 0.23530 | 0.1979 | 5.0 | Employed | True | 680.0 | 699.0 | 6500.000000 | 1.0000 | 0 | 0 |
| 113871 | 36 | Current | 0.25279 | 0.2150 | 4.0 | Employed | True | 660.0 | 679.0 | 6266.666667 | 1.0000 | 0 | 0 |
| 113872 | 36 | Completed | 0.30503 | 0.2894 | NaN | Full-time | False | 540.0 | 559.0 | 3200.000000 | 1.0000 | 1 | 0 |
| 113873 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Employed | False | 640.0 | 659.0 | 2708.333333 | 1.0000 | 0 | 0 |
| 113874 | 36 | Current | 0.31032 | 0.2712 | 4.0 | Employed | False | 640.0 | 659.0 | 3430.583333 | 1.0000 | 0 | 0 |
| 113875 | 36 | Past Due (61-90 days) | 0.35132 | 0.3149 | 4.0 | Employed | True | 720.0 | 739.0 | 4702.166667 | 1.0000 | 0 | 0 |
| 113876 | 60 | Chargedoff | 0.23718 | 0.2124 | 8.0 | Other | False | 700.0 | 719.0 | 8666.666667 | 1.0000 | 0 | 0 |
| 113877 | 36 | Current | 0.12511 | 0.1040 | 9.0 | Employed | False | 720.0 | 739.0 | 7000.000000 | 1.0000 | 0 | 0 |
| 113878 | 36 | Completed | 0.28320 | 0.2600 | NaN | Full-time | True | 660.0 | 679.0 | 6083.333333 | 1.0000 | 0 | 0 |
| 113879 | 36 | Completed | 0.12562 | 0.1045 | NaN | Full-time | False | 640.0 | 659.0 | 2608.250000 | 1.0000 | 0 | 0 |
| 113880 | 36 | Completed | 0.15462 | 0.1475 | NaN | Full-time | False | 660.0 | 679.0 | 3000.000000 | 1.0000 | 0 | 0 |
| 113881 | 60 | Current | 0.19681 | 0.1730 | 11.0 | Employed | True | 660.0 | 679.0 | 8166.666667 | 1.0000 | 0 | 0 |
| 113882 | 36 | Completed | 0.07439 | 0.0710 | 10.0 | Full-time | True | 720.0 | 739.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113883 | 36 | Current | 0.26917 | 0.2310 | 3.0 | Employed | False | 660.0 | 679.0 | 4083.333333 | 1.0000 | 0 | 0 |
| 113884 | 60 | Current | 0.17532 | 0.1520 | 7.0 | Employed | True | 700.0 | 719.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113885 | 36 | Current | 0.20462 | 0.1679 | 5.0 | Employed | False | 740.0 | 759.0 | 4375.000000 | 1.0000 | 0 | 0 |
| 113886 | 36 | Current | 0.17601 | 0.1399 | 10.0 | Employed | False | 660.0 | 679.0 | 3750.000000 | 1.0000 | 0 | 0 |
| 113887 | 60 | Current | 0.21156 | 0.1874 | 3.0 | Employed | True | 700.0 | 719.0 | 12500.000000 | 1.0000 | 0 | 0 |
| 113888 | 36 | Current | 0.14853 | 0.1199 | 5.0 | Employed | False | 760.0 | 779.0 | 1000.000000 | 1.0000 | 0 | 0 |
| 113889 | 12 | Chargedoff | 0.17969 | 0.1224 | 8.0 | Employed | False | 700.0 | 719.0 | 8333.333333 | 1.0000 | 0 | 0 |
| 113890 | 36 | Completed | 0.15462 | 0.1475 | NaN | Full-time | False | 660.0 | 679.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113891 | 36 | Completed | 0.19543 | 0.1808 | NaN | Full-time | False | 580.0 | 599.0 | 3250.000000 | 1.0000 | 0 | 0 |
| 113892 | 36 | Current | 0.15223 | 0.1239 | 7.0 | Employed | False | 640.0 | 659.0 | 10000.000000 | 1.0000 | 0 | 0 |
| 113893 | 36 | Current | 0.12081 | 0.0930 | 8.0 | Self-employed | True | 740.0 | 759.0 | 5000.000000 | 1.0000 | 0 | 0 |
| 113894 | 36 | Completed | 0.07339 | 0.0700 | 10.0 | Full-time | True | 800.0 | 819.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113895 | 60 | Current | 0.20398 | 0.1800 | 7.0 | Employed | True | 660.0 | 679.0 | 7500.000000 | 1.0000 | 0 | 0 |
| 113896 | 36 | Chargedoff | 0.32327 | 0.2995 | NaN | Part-time | False | 520.0 | 539.0 | 1166.666667 | 1.0000 | 0 | 0 |
| 113897 | 36 | Completed | 0.12550 | 0.1185 | NaN | Full-time | True | 780.0 | 799.0 | 3716.666667 | 1.0000 | 1 | 1 |
| 113898 | 36 | Completed | 0.16005 | 0.1385 | 8.0 | Part-time | False | 720.0 | 739.0 | 1539.166667 | 1.0000 | 0 | 0 |
| 113899 | 36 | Completed | 0.11296 | 0.0920 | 8.0 | Full-time | False | 760.0 | 779.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113900 | 36 | Current | 0.16678 | 0.1305 | 6.0 | Employed | False | 680.0 | 699.0 | 3466.666667 | 1.0000 | 0 | 0 |
| 113901 | 60 | Current | 0.15016 | 0.1274 | 8.0 | Employed | True | 720.0 | 739.0 | 6000.000000 | 1.0000 | 0 | 0 |
| 113902 | 36 | Completed | 0.08805 | 0.0812 | NaN | NaN | False | NaN | NaN | 20833.333333 | 1.0000 | 0 | 0 |
| 113903 | 60 | Current | 0.18426 | 0.1605 | 4.0 | Self-employed | True | 700.0 | 719.0 | 3833.333333 | 1.0000 | 0 | 0 |
| 113904 | 36 | Chargedoff | 0.24753 | 0.2400 | NaN | Full-time | True | 640.0 | 659.0 | 4166.666667 | 1.0000 | 0 | 0 |
| 113905 | 36 | Chargedoff | 0.35797 | 0.3177 | 2.0 | Employed | True | 740.0 | 759.0 | 3250.000000 | 1.0000 | 0 | 0 |
| 113906 | 36 | Completed | 0.07479 | 0.0680 | NaN | Full-time | True | 780.0 | 799.0 | 5916.666667 | 1.0000 | 0 | 0 |
| 113907 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Employed | False | 640.0 | 659.0 | 2166.666667 | 1.0000 | 0 | 0 |
| 113908 | 36 | Completed | 0.35858 | 0.3220 | 5.0 | Employed | False | 700.0 | 719.0 | 2833.333333 | 1.0000 | 0 | 0 |
| 113909 | 60 | Current | 0.27554 | 0.2498 | 7.0 | Employed | True | 800.0 | 819.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113910 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Employed | False | 640.0 | 659.0 | 18756.000000 | 1.0000 | 0 | 0 |
| 113911 | 36 | Current | 0.25330 | 0.2155 | 3.0 | Employed | False | 660.0 | 679.0 | 3333.333333 | 1.0000 | 0 | 0 |
| 113912 | 36 | Current | 0.06726 | 0.0605 | 11.0 | Employed | False | 800.0 | 819.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 113913 | 36 | Completed | 0.12410 | 0.1030 | 9.0 | Full-time | True | 780.0 | 799.0 | 9750.000000 | 1.0000 | 0 | 0 |
| 113914 | 36 | Defaulted | 0.25757 | 0.2500 | NaN | NaN | False | 520.0 | 539.0 | 2400.000000 | 1.0000 | 0 | 0 |
| 113915 | 36 | Completed | 0.22237 | 0.2000 | NaN | Full-time | True | 620.0 | 639.0 | 4416.666667 | 1.0000 | 1 | 0 |
| 113916 | 36 | Current | 0.33286 | 0.2932 | 6.0 | Employed | False | 660.0 | 679.0 | 4583.333333 | 1.0000 | 0 | 0 |
| 113917 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Employed | False | 660.0 | 679.0 | 1916.666667 | 1.0000 | 0 | 0 |
| 113918 | 36 | Defaulted | 0.12201 | 0.1080 | NaN | Full-time | True | 740.0 | 759.0 | 5583.333333 | 1.0000 | 0 | 0 |
| 113919 | 36 | Current | 0.27285 | 0.2346 | 3.0 | Other | True | 680.0 | 699.0 | 2500.000000 | 1.0000 | 0 | 0 |
| 113920 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Employed | True | 740.0 | 759.0 | 5208.333333 | 1.0000 | 0 | 0 |
| 113921 | 36 | Completed | NaN | 0.0400 | NaN | NaN | False | NaN | NaN | 12500.000000 | 1.0000 | 0 | 0 |
| 113922 | 36 | Completed | 0.15094 | 0.1295 | NaN | Full-time | True | 640.0 | 659.0 | 5250.000000 | 1.0000 | 0 | 0 |
| 113923 | 36 | Completed | 0.22378 | 0.2089 | NaN | Full-time | True | 700.0 | 719.0 | 3966.666667 | 1.0000 | 0 | 0 |
| 113924 | 60 | Current | 0.17317 | 0.1499 | 8.0 | Employed | False | 640.0 | 659.0 | 3208.333333 | 1.0000 | 1 | 0 |
| 113925 | 36 | Current | 0.31032 | 0.2712 | 2.0 | Employed | False | 680.0 | 699.0 | 2333.333333 | 1.0000 | 0 | 0 |
| 113926 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 540.0 | 559.0 | 5416.666667 | 1.0000 | 0 | 0 |
| 113927 | 36 | Completed | 0.07469 | 0.0679 | NaN | Full-time | True | 760.0 | 779.0 | 10333.333333 | 1.0000 | 2 | 0 |
| 113928 | 36 | Completed | 0.22362 | 0.1899 | 6.0 | Full-time | False | 740.0 | 759.0 | 2333.333333 | 1.0000 | 0 | 0 |
| 113929 | 36 | Completed | 0.30285 | 0.2639 | 3.0 | Employed | False | 660.0 | 679.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113930 | 36 | Current | 0.20053 | 0.1639 | 6.0 | Employed | True | 680.0 | 699.0 | 6250.000000 | 1.0000 | 0 | 0 |
| 113931 | 60 | Current | 0.15016 | 0.1274 | 6.0 | Employed | False | 800.0 | 819.0 | 8146.666667 | 1.0000 | 0 | 0 |
| 113932 | 36 | Current | 0.22354 | 0.1864 | 5.0 | Employed | True | 700.0 | 719.0 | 4333.333333 | 1.0000 | 0 | 0 |
| 113933 | 36 | FinalPaymentInProgress | 0.13220 | 0.1110 | 8.0 | Employed | True | 700.0 | 719.0 | 8041.666667 | 1.0000 | 0 | 0 |
| 113934 | 60 | Current | 0.23984 | 0.2150 | 3.0 | Employed | True | 700.0 | 719.0 | 2875.000000 | 1.0000 | 0 | 0 |
| 113935 | 60 | Completed | 0.28408 | 0.2605 | 5.0 | Full-time | True | 680.0 | 699.0 | 3875.000000 | 1.0000 | 0 | 0 |
| 113936 | 36 | Current | 0.13189 | 0.1039 | 7.0 | Employed | False | 680.0 | 699.0 | 4583.333333 | 1.0000 | 0 | 0 |
113937 rows × 13 columns
df_sub['LoanStatus'].value_counts()
Current 56576 Completed 38074 Chargedoff 11992 Defaulted 5018 Past Due (1-15 days) 806 Past Due (31-60 days) 363 Past Due (61-90 days) 313 Past Due (91-120 days) 304 Past Due (16-30 days) 265 FinalPaymentInProgress 205 Past Due (>120 days) 16 Cancelled 5 Name: LoanStatus, dtype: int64
Current 56576 Completed 38074 Chargedoff 11992 Defaulted 5018 Past Due (1-15 days) 806 Past Due (31-60 days) 363 Past Due (61-90 days) 313 Past Due (91-120 days) 304 Past Due (16-30 days) 265 FinalPaymentInProgress 205 Past Due (>120 days) 16 Cancelled 5 Name: LoanStatus, dtype: int64
# rename the LoanStatus column for better visualization, and make it categorical
def renameLoanStatus(x):
if 'Past Due' in x:
return 'Past Due'
elif x == 'FinalPaymentInProgress':
return 'InProgress'
return x
df_sub.LoanStatus = df_sub.LoanStatus.apply(renameLoanStatus);
df_sub.LoanStatus = df_sub.LoanStatus.astype('category')
df_sub.EmploymentStatus.value_counts()
Employed 67322 Full-time 26355 Self-employed 6134 Not available 5347 Other 3806 Part-time 1088 Not employed 835 Retired 795 Name: EmploymentStatus, dtype: int64
Employed 67322 Full-time 26355 Self-employed 6134 Not available 5347 Other 3806 Part-time 1088 Not employed 835 Retired 795 Name: EmploymentStatus, dtype: int64
# make EmploymentStatus categorical
df_sub.EmploymentStatus = df_sub.EmploymentStatus.astype('category')
# overview of the datatypes and infomation
df_sub.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 113937 entries, 0 to 113936 Data columns (total 13 columns): Term 113937 non-null int64 LoanStatus 113937 non-null category BorrowerAPR 113912 non-null float64 BorrowerRate 113937 non-null float64 ProsperScore 84853 non-null float64 EmploymentStatus 111682 non-null category IsBorrowerHomeowner 113937 non-null bool CreditScoreRangeLower 113346 non-null float64 CreditScoreRangeUpper 113346 non-null float64 StatedMonthlyIncome 113937 non-null float64 PercentFunded 113937 non-null float64 Recommendations 113937 non-null int64 InvestmentFromFriendsCount 113937 non-null int64 dtypes: bool(1), category(2), float64(7), int64(3) memory usage: 9.0 MB <class 'pandas.core.frame.DataFrame'> RangeIndex: 113937 entries, 0 to 113936 Data columns (total 13 columns): Term 113937 non-null int64 LoanStatus 113937 non-null category BorrowerAPR 113912 non-null float64 BorrowerRate 113937 non-null float64 ProsperScore 84853 non-null float64 EmploymentStatus 111682 non-null category IsBorrowerHomeowner 113937 non-null bool CreditScoreRangeLower 113346 non-null float64 CreditScoreRangeUpper 113346 non-null float64 StatedMonthlyIncome 113937 non-null float64 PercentFunded 113937 non-null float64 Recommendations 113937 non-null int64 InvestmentFromFriendsCount 113937 non-null int64 dtypes: bool(1), category(2), float64(7), int64(3) memory usage: 9.0 MB
# descriptive statistics for numeric variables
df_sub.describe()
| Term | BorrowerAPR | BorrowerRate | ProsperScore | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|
| count | 113937.000000 | 113912.000000 | 113937.000000 | 84853.000000 | 113346.000000 | 113346.000000 | 1.139370e+05 | 113937.000000 | 113937.000000 | 113937.000000 |
| mean | 40.830248 | 0.218828 | 0.192764 | 5.950067 | 685.567731 | 704.567731 | 5.608026e+03 | 0.998584 | 0.048027 | 0.023460 |
| std | 10.436212 | 0.080364 | 0.074818 | 2.376501 | 66.458275 | 66.458275 | 7.478497e+03 | 0.017919 | 0.332353 | 0.232412 |
| min | 12.000000 | 0.006530 | 0.000000 | 1.000000 | 0.000000 | 19.000000 | 0.000000e+00 | 0.700000 | 0.000000 | 0.000000 |
| 25% | 36.000000 | 0.156290 | 0.134000 | 4.000000 | 660.000000 | 679.000000 | 3.200333e+03 | 1.000000 | 0.000000 | 0.000000 |
| 50% | 36.000000 | 0.209760 | 0.184000 | 6.000000 | 680.000000 | 699.000000 | 4.666667e+03 | 1.000000 | 0.000000 | 0.000000 |
| 75% | 36.000000 | 0.283810 | 0.250000 | 8.000000 | 720.000000 | 739.000000 | 6.825000e+03 | 1.000000 | 0.000000 | 0.000000 |
| max | 60.000000 | 0.512290 | 0.497500 | 11.000000 | 880.000000 | 899.000000 | 1.750003e+06 | 1.012500 | 39.000000 | 33.000000 |
| Term | BorrowerAPR | BorrowerRate | ProsperScore | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|
| count | 113937.000000 | 113912.000000 | 113937.000000 | 84853.000000 | 113346.000000 | 113346.000000 | 1.139370e+05 | 113937.000000 | 113937.000000 | 113937.000000 |
| mean | 40.830248 | 0.218828 | 0.192764 | 5.950067 | 685.567731 | 704.567731 | 5.608026e+03 | 0.998584 | 0.048027 | 0.023460 |
| std | 10.436212 | 0.080364 | 0.074818 | 2.376501 | 66.458275 | 66.458275 | 7.478497e+03 | 0.017919 | 0.332353 | 0.232412 |
| min | 12.000000 | 0.006530 | 0.000000 | 1.000000 | 0.000000 | 19.000000 | 0.000000e+00 | 0.700000 | 0.000000 | 0.000000 |
| 25% | 36.000000 | 0.156290 | 0.134000 | 4.000000 | 660.000000 | 679.000000 | 3.200333e+03 | 1.000000 | 0.000000 | 0.000000 |
| 50% | 36.000000 | 0.209760 | 0.184000 | 6.000000 | 680.000000 | 699.000000 | 4.666667e+03 | 1.000000 | 0.000000 | 0.000000 |
| 75% | 36.000000 | 0.283810 | 0.250000 | 8.000000 | 720.000000 | 739.000000 | 6.825000e+03 | 1.000000 | 0.000000 | 0.000000 |
| max | 60.000000 | 0.512290 | 0.497500 | 11.000000 | 880.000000 | 899.000000 | 1.750003e+06 | 1.012500 | 39.000000 | 33.000000 |
Term
LoanStatus
BorrowerAPR
BorrowerRate
EmploymentStatus
IsBorrowerHomeowner
CreditScoreRangeLower
CreditScoreRangeUpper
StatedMonthlyIncome
PercentFunded
Recommendations
InvestmentFromFriendsCount
ProsperScore
LoanStatus; second, which features determine the BorrowerAPR and BorrowerRate at most?¶CreditScoreRange will have the most effect on loan completion, and variables like Occupation, EmploymentStatus, IsBorrowerHomeowner will determine the borrowers's interest rate.¶I'll start by looking at the loan status.
# absolute Frequency of LoanStatus
base_color = sb.color_palette()[4]
plt.figure(figsize=(10,5))
sb.countplot(data=df_sub, x='LoanStatus', color=base_color);
# get the relative frequency of LoanStatus, i.e., by proportion
n_points = df_sub.shape[0]
max_count = df_sub['LoanStatus'].value_counts().max()
max_prop = max_count / n_points
# generate tick mark locations and names
tick_props = np.arange(0, max_prop, 0.05)
tick_names = ['{:0.2f}'.format(v) for v in tick_props]
# create the plot
plt.figure(figsize=(10,5))
sb.countplot(data = df_sub, x = 'LoanStatus', color = base_color, )
plt.yticks(tick_props * n_points, tick_names)
plt.ylabel('proportion')
locs, labels = plt.xticks() # get the current tick locations and labels
# loop through each pair of locations and labels
for loc, label in zip(locs, labels):
# get the text property for the label to get the correct count
count = df_sub['LoanStatus'].value_counts()[label.get_text()]
pct_string = '{:0.3f}%'.format(100*count/n_points)
# print the annotation just below the top of the bar
plt.text(loc, count-8, pct_string, ha = 'center', color = 'black')
plt.xticks(rotation = 15);
About half of the loans are ongoing, and with more than 5% of the loans are bad (means they are either defaulted or past due).
Next up, the Term variable.
It would be better to categorize Term.
df_sub['Term'] = df_sub['Term'].astype('category')
# get the relative frequency of Term, i.e., by proportion
n_points = df_sub.shape[0]
max_count = df_sub['Term'].value_counts().max()
max_prop = max_count / n_points
# generate tick mark locations and names
tick_props = np.arange(0, max_prop, 0.05)
tick_names = ['{:0.2f}'.format(v) for v in tick_props]
# create the plot
plt.figure(figsize=(10,5))
sb.countplot(data = df_sub, x = 'Term', color = base_color, )
plt.yticks(tick_props * n_points, tick_names)
plt.ylabel('proportion')
locs, labels = plt.xticks() # get the current tick locations and labels
# also loops over the value_counts series
j = 0
# loop through each pair of locations and labels
for loc, label in zip(locs, labels):
# get the text property for the label to get the correct count
count = df_sub['Term'].value_counts()[j]
pct_string = '{:0.3f}%'.format(100*count/n_points)
# print the annotation just below the top of the bar
plt.text(loc, count-8, pct_string, ha = 'center', color = 'black')
j += 1
The majority of of term is 36 months.
Let's take a look at the EmploymentStatus and IsBorrowerHomeowner, the two categorical variables
# get the relative frequency of EmploymentStatus, i.e., by proportion
n_points = df_sub.shape[0]
max_count = df_sub['EmploymentStatus'].value_counts().max()
max_prop = max_count / n_points
# generate tick mark locations and names
tick_props = np.arange(0, max_prop, 0.05)
tick_names = ['{:0.2f}'.format(v) for v in tick_props]
# create the plot
plt.figure(figsize=(10,5))
sb.countplot(data = df_sub, x = 'EmploymentStatus', color = base_color, )
plt.yticks(tick_props * n_points, tick_names)
plt.ylabel('proportion')
locs, labels = plt.xticks() # get the current tick locations and labels
# loop through each pair of locations and labels
for loc, label in zip(locs, labels):
# get the text property for the label to get the correct count
count = df_sub['EmploymentStatus'].value_counts()[label.get_text()]
pct_string = '{:0.3f}%'.format(100*count/n_points)
# print the annotation just below the top of the bar
plt.text(loc, count-8, pct_string, ha = 'center', color = 'black')
plt.xticks(rotation = 15);
# do the same to IsBorrowerHomeowner, but create a pie chart instead
n_points = df_sub.shape[0]
max_count = df_sub['IsBorrowerHomeowner'].value_counts().max()
max_prop = max_count / n_points
# generate tick mark locations and names
tick_props = np.arange(0, max_prop, 0.05)
tick_names = ['{:0.2f}'.format(v) for v in tick_props]
# create the plot
plt.figure(figsize=(10,5))
sb.countplot(data = df_sub, x = 'IsBorrowerHomeowner', color = base_color, )
plt.yticks(tick_props * n_points, tick_names)
plt.ylabel('proportion')
locs, labels = plt.xticks() # get the current tick locations and labels
# loop through each pair of locations and labels
# also loop over the value_counts series
j = 0
for loc, label in zip(locs, labels):
# get the index of series to get the boolean variable
count = df_sub['IsBorrowerHomeowner'].value_counts()[j]
pct_string = '{:0.3f}%'.format(100*count/n_points)
# print the annotation just below the top of the bar
plt.text(loc, count-8, pct_string, ha = 'center', color = 'black')
j += 1
The majority of th borrowers are employed, however, wouldn't the 'Employed' column being more general than the 'Full-time' and 'Part-time'?
Approximately half of the borrowers owned a house.
# CreditScoreRangeLower
plt.hist(data=df_sub, x='CreditScoreRangeLower');
# noting that there are some outliers below the 200 ticks
/anaconda3/lib/python3.7/site-packages/numpy/lib/histograms.py:824: RuntimeWarning: invalid value encountered in greater_equal keep = (tmp_a >= first_edge) /anaconda3/lib/python3.7/site-packages/numpy/lib/histograms.py:825: RuntimeWarning: invalid value encountered in less_equal keep &= (tmp_a <= last_edge) /anaconda3/lib/python3.7/site-packages/numpy/lib/histograms.py:824: RuntimeWarning: invalid value encountered in greater_equal keep = (tmp_a >= first_edge) /anaconda3/lib/python3.7/site-packages/numpy/lib/histograms.py:825: RuntimeWarning: invalid value encountered in less_equal keep &= (tmp_a <= last_edge)
# examine those data with a very low credit score
df_sub.query('CreditScoreRangeLower < 200')
| Term | LoanStatus | BorrowerAPR | BorrowerRate | ProsperScore | EmploymentStatus | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 794 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 115.583333 | 1.0 | 0 | 0 |
| 912 | 36 | Defaulted | 0.27276 | 0.2600 | NaN | Not available | False | 0.0 | 19.0 | 2316.666667 | 1.0 | 0 | 0 |
| 1685 | 36 | Chargedoff | 0.18065 | 0.1625 | NaN | Not available | False | 0.0 | 19.0 | 1600.000000 | 1.0 | 0 | 0 |
| 4290 | 36 | Chargedoff | 0.24502 | 0.2375 | NaN | NaN | False | 0.0 | 19.0 | 2916.666667 | 1.0 | 0 | 0 |
| 4371 | 36 | Defaulted | 0.24505 | 0.2325 | NaN | Not available | False | 0.0 | 19.0 | 0.000000 | 1.0 | 0 | 0 |
| 4430 | 36 | Defaulted | 0.16296 | 0.1450 | NaN | Not available | False | 0.0 | 19.0 | 166.666667 | 1.0 | 0 | 0 |
| 4672 | 36 | Chargedoff | 0.20836 | 0.1930 | NaN | Not available | False | 0.0 | 19.0 | 2666.666667 | 1.0 | 0 | 0 |
| 5684 | 36 | Completed | 0.23748 | 0.2300 | NaN | Not available | False | 0.0 | 19.0 | 1083.333333 | 1.0 | 0 | 0 |
| 6877 | 36 | Chargedoff | 0.08718 | 0.0700 | NaN | Not available | False | 0.0 | 19.0 | 2227.500000 | 1.0 | 0 | 0 |
| 7739 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1400.000000 | 1.0 | 0 | 0 |
| 9048 | 36 | Defaulted | 0.30962 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 3166.666667 | 1.0 | 0 | 0 |
| 9473 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | Not available | False | 0.0 | 19.0 | 2000.000000 | 1.0 | 0 | 0 |
| 13395 | 36 | Defaulted | 0.24502 | 0.2375 | NaN | NaN | True | 0.0 | 19.0 | 4166.666667 | 1.0 | 0 | 0 |
| 13525 | 36 | Chargedoff | 0.20735 | 0.2000 | NaN | Not available | False | 0.0 | 19.0 | 3896.666667 | 1.0 | 0 | 0 |
| 13686 | 36 | Completed | 0.18824 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 2050.000000 | 1.0 | 0 | 0 |
| 13938 | 36 | Defaulted | 0.18824 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 2083.333333 | 1.0 | 0 | 0 |
| 14338 | 36 | Chargedoff | 0.18515 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 1083.333333 | 1.0 | 0 | 0 |
| 14725 | 36 | Chargedoff | 0.18132 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 916.666667 | 1.0 | 0 | 0 |
| 15093 | 36 | Defaulted | 0.29972 | 0.2900 | NaN | NaN | False | 0.0 | 19.0 | 1200.000000 | 1.0 | 0 | 0 |
| 15137 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | NaN | False | 0.0 | 19.0 | 1500.000000 | 1.0 | 0 | 0 |
| 18774 | 36 | Defaulted | 0.28771 | 0.2800 | NaN | NaN | False | 0.0 | 19.0 | 2683.333333 | 1.0 | 0 | 0 |
| 18836 | 36 | Defaulted | 0.30630 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 2080.000000 | 1.0 | 0 | 0 |
| 19737 | 36 | Completed | 0.30503 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1500.000000 | 1.0 | 0 | 0 |
| 20736 | 36 | Completed | 0.29972 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1150.000000 | 1.0 | 0 | 0 |
| 21047 | 36 | Defaulted | 0.10739 | 0.0900 | NaN | Not available | False | 0.0 | 19.0 | 1475.000000 | 1.0 | 0 | 0 |
| 21397 | 36 | Completed | 0.24753 | 0.2400 | NaN | Not available | False | 0.0 | 19.0 | 9233.333333 | 1.0 | 0 | 0 |
| 22399 | 36 | Completed | 0.20684 | 0.1995 | NaN | NaN | False | 0.0 | 19.0 | 1666.666667 | 1.0 | 0 | 0 |
| 24874 | 36 | Chargedoff | 0.24253 | 0.2300 | NaN | Not available | False | 0.0 | 19.0 | 190.416667 | 1.0 | 0 | 0 |
| 24999 | 36 | Completed | 0.20986 | 0.2025 | NaN | NaN | False | 0.0 | 19.0 | 2348.416667 | 1.0 | 0 | 0 |
| 25363 | 36 | Defaulted | 0.26535 | 0.2480 | NaN | Not available | False | 0.0 | 19.0 | 2862.416667 | 1.0 | 0 | 0 |
| 25420 | 36 | Defaulted | 0.20793 | 0.1895 | NaN | Not available | False | 0.0 | 19.0 | 1083.333333 | 1.0 | 0 | 0 |
| 25951 | 36 | Chargedoff | 0.22744 | 0.2200 | NaN | Not available | False | 0.0 | 19.0 | 2446.750000 | 1.0 | 0 | 0 |
| 26346 | 36 | Defaulted | 0.29960 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1604.166667 | 1.0 | 0 | 0 |
| 27546 | 36 | Chargedoff | 0.23999 | 0.2325 | NaN | Not available | False | 0.0 | 19.0 | 2083.333333 | 1.0 | 0 | 0 |
| 27956 | 36 | Defaulted | 0.18824 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 37.500000 | 1.0 | 0 | 0 |
| 30460 | 36 | Completed | 0.27276 | 0.2600 | NaN | Not available | False | 0.0 | 19.0 | 1583.333333 | 1.0 | 0 | 0 |
| 30524 | 36 | Completed | 0.21543 | 0.2000 | NaN | Not available | False | 0.0 | 19.0 | 2250.000000 | 1.0 | 0 | 0 |
| 31084 | 36 | Defaulted | 0.29720 | 0.2875 | NaN | Not available | False | 0.0 | 19.0 | 1333.333333 | 1.0 | 0 | 0 |
| 31093 | 36 | Defaulted | 0.30300 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 4000.000000 | 1.0 | 0 | 0 |
| 32477 | 36 | Completed | 0.20735 | 0.2000 | NaN | Not available | False | 0.0 | 19.0 | 0.083333 | 1.0 | 0 | 0 |
| 32724 | 36 | Defaulted | 0.17904 | 0.1700 | NaN | NaN | False | 0.0 | 19.0 | 5166.666667 | 1.0 | 0 | 0 |
| 33584 | 36 | Defaulted | 0.28938 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 1083.333333 | 1.0 | 0 | 0 |
| 33863 | 36 | Completed | 0.22931 | 0.2200 | NaN | Not available | False | 0.0 | 19.0 | 2116.833333 | 1.0 | 0 | 0 |
| 35144 | 36 | Defaulted | 0.16466 | 0.1575 | NaN | NaN | False | 0.0 | 19.0 | 1898.000000 | 1.0 | 0 | 0 |
| 35258 | 36 | Completed | 0.18824 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 3529.000000 | 1.0 | 0 | 0 |
| 35583 | 36 | Chargedoff | 0.30781 | 0.3000 | NaN | Not available | False | 0.0 | 19.0 | 3546.416667 | 1.0 | 0 | 0 |
| 36090 | 36 | Completed | 0.07456 | 0.0575 | NaN | NaN | False | 0.0 | 19.0 | 1000.000000 | 1.0 | 0 | 0 |
| 37879 | 36 | Defaulted | 0.14510 | 0.1309 | NaN | Not available | False | 0.0 | 19.0 | 500.000000 | 1.0 | 0 | 0 |
| 37961 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 583.333333 | 1.0 | 0 | 0 |
| 38712 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | NaN | False | 0.0 | 19.0 | 2491.666667 | 1.0 | 0 | 0 |
| 39530 | 36 | Chargedoff | 0.06698 | 0.0500 | NaN | Not available | False | 0.0 | 19.0 | 2666.666667 | 1.0 | 0 | 0 |
| 40949 | 36 | Chargedoff | 0.24943 | 0.2400 | NaN | Not available | False | 0.0 | 19.0 | 187.166667 | 1.0 | 0 | 0 |
| 41262 | 36 | Chargedoff | 0.26914 | 0.2500 | NaN | Not available | False | 0.0 | 19.0 | 3625.000000 | 1.0 | 0 | 0 |
| 45243 | 36 | Chargedoff | 0.29716 | 0.2894 | NaN | Not available | False | 0.0 | 19.0 | 750.000000 | 1.0 | 0 | 0 |
| 45784 | 36 | Chargedoff | 0.20846 | 0.1900 | NaN | Not available | False | 0.0 | 19.0 | 1833.333333 | 1.0 | 0 | 0 |
| 47699 | 36 | Completed | 0.22744 | 0.2200 | NaN | NaN | False | 0.0 | 19.0 | 5000.000000 | 1.0 | 0 | 0 |
| 48553 | 36 | Defaulted | 0.18738 | 0.1770 | NaN | NaN | False | 0.0 | 19.0 | 6250.000000 | 1.0 | 0 | 0 |
| 48629 | 36 | Completed | 0.21857 | 0.2000 | NaN | NaN | False | 0.0 | 19.0 | 2083.333333 | 1.0 | 0 | 0 |
| 49530 | 36 | Completed | 0.16635 | 0.1500 | NaN | Not available | False | 0.0 | 19.0 | 3083.333333 | 1.0 | 0 | 0 |
| 49970 | 36 | Completed | 0.18773 | 0.1695 | NaN | Not available | False | 0.0 | 19.0 | 833.333333 | 1.0 | 0 | 0 |
| 49993 | 36 | Completed | 0.23748 | 0.2300 | NaN | Not available | False | 0.0 | 19.0 | 86.666667 | 1.0 | 0 | 0 |
| 51824 | 36 | Chargedoff | 0.28771 | 0.2800 | NaN | Not available | False | 0.0 | 19.0 | 1820.000000 | 1.0 | 0 | 0 |
| 53036 | 36 | Defaulted | 0.20223 | 0.1900 | NaN | Not available | False | 0.0 | 19.0 | 2823.500000 | 1.0 | 0 | 0 |
| 53060 | 36 | Completed | 0.21857 | 0.2000 | NaN | Not available | False | 0.0 | 19.0 | 1250.000000 | 1.0 | 0 | 0 |
| 53277 | 36 | Completed | 0.27948 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 1100.000000 | 1.0 | 0 | 0 |
| 53280 | 36 | Completed | 0.17050 | 0.1585 | NaN | Not available | False | 0.0 | 19.0 | 1440.000000 | 1.0 | 0 | 0 |
| 54101 | 36 | Defaulted | 0.18824 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 1583.333333 | 1.0 | 0 | 0 |
| 54114 | 36 | Defaulted | 0.21230 | 0.2000 | NaN | Not available | False | 0.0 | 19.0 | 5416.666667 | 1.0 | 0 | 0 |
| 54811 | 36 | Defaulted | 0.19582 | 0.1775 | NaN | NaN | False | 0.0 | 19.0 | 1640.000000 | 1.0 | 0 | 0 |
| 56188 | 36 | Completed | 0.18565 | 0.1784 | NaN | Not available | False | 0.0 | 19.0 | 2583.333333 | 1.0 | 0 | 0 |
| 56190 | 36 | Defaulted | 0.25903 | 0.2400 | NaN | Not available | False | 0.0 | 19.0 | 400.000000 | 1.0 | 0 | 0 |
| 56732 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 2500.000000 | 1.0 | 0 | 0 |
| 58571 | 36 | Chargedoff | 0.27767 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 850.000000 | 1.0 | 0 | 0 |
| 59967 | 36 | Defaulted | 0.29292 | 0.2800 | NaN | Not available | False | 0.0 | 19.0 | 714.000000 | 1.0 | 0 | 0 |
| 61268 | 36 | Completed | 0.22615 | 0.2075 | NaN | NaN | False | 0.0 | 19.0 | 2291.666667 | 1.0 | 0 | 0 |
| 61529 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 2916.666667 | 1.0 | 0 | 0 |
| 61785 | 36 | Completed | 0.18909 | 0.1800 | NaN | Not available | False | 0.0 | 19.0 | 1521.250000 | 1.0 | 0 | 0 |
| 61992 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 3500.000000 | 1.0 | 0 | 0 |
| 64562 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 4400.000000 | 1.0 | 0 | 0 |
| 66051 | 36 | Completed | 0.24502 | 0.2375 | NaN | Not available | False | 0.0 | 19.0 | 3166.666667 | 1.0 | 0 | 0 |
| 66781 | 36 | Defaulted | 0.28771 | 0.2800 | NaN | Not available | False | 0.0 | 19.0 | 6250.000000 | 1.0 | 0 | 0 |
| 69217 | 36 | Completed | 0.16949 | 0.1575 | NaN | NaN | False | 0.0 | 19.0 | 5666.666667 | 1.0 | 0 | 0 |
| 69880 | 36 | Defaulted | 0.28771 | 0.2800 | NaN | NaN | False | 0.0 | 19.0 | 5250.000000 | 1.0 | 0 | 0 |
| 70079 | 36 | Completed | 0.20735 | 0.2000 | NaN | NaN | False | 0.0 | 19.0 | 1000.000000 | 1.0 | 0 | 0 |
| 72889 | 36 | Defaulted | 0.18318 | 0.1650 | NaN | Not available | False | 0.0 | 19.0 | 1200.000000 | 1.0 | 0 | 0 |
| 72942 | 36 | Defaulted | 0.30781 | 0.3000 | NaN | NaN | False | 0.0 | 19.0 | 1100.000000 | 1.0 | 0 | 0 |
| 73152 | 36 | Defaulted | 0.28941 | 0.2800 | NaN | NaN | False | 0.0 | 19.0 | 2054.166667 | 1.0 | 0 | 0 |
| 75149 | 36 | Defaulted | 0.25757 | 0.2500 | NaN | Not available | False | 0.0 | 19.0 | 2666.666667 | 1.0 | 0 | 0 |
| 75891 | 36 | Defaulted | 0.26954 | 0.2600 | NaN | Not available | False | 0.0 | 19.0 | 2750.000000 | 1.0 | 0 | 0 |
| 79107 | 36 | Defaulted | 0.23497 | 0.2275 | NaN | NaN | False | 0.0 | 19.0 | 1833.333333 | 1.0 | 0 | 0 |
| 79600 | 36 | Completed | 0.23937 | 0.2300 | NaN | Not available | False | 0.0 | 19.0 | 3553.333333 | 1.0 | 0 | 0 |
| 80444 | 36 | Completed | 0.22744 | 0.2200 | NaN | Not available | False | 0.0 | 19.0 | 1916.666667 | 1.0 | 0 | 0 |
| 81244 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 2666.666667 | 1.0 | 0 | 0 |
| 82008 | 36 | Defaulted | 0.23748 | 0.2300 | NaN | Not available | False | 0.0 | 19.0 | 2416.666667 | 1.0 | 0 | 0 |
| 82889 | 36 | Chargedoff | 0.18824 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 7083.333333 | 1.0 | 0 | 0 |
| 85717 | 36 | Chargedoff | 0.27767 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 3704.416667 | 1.0 | 0 | 0 |
| 88167 | 36 | Completed | 0.27767 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 2200.000000 | 1.0 | 0 | 0 |
| 88967 | 36 | Defaulted | 0.24891 | 0.2300 | NaN | NaN | False | 0.0 | 19.0 | 1191.666667 | 1.0 | 0 | 0 |
| 89619 | 36 | Defaulted | 0.27767 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 3000.000000 | 1.0 | 0 | 0 |
| 91152 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1600.000000 | 1.0 | 0 | 0 |
| 91653 | 36 | Completed | 0.24891 | 0.2300 | NaN | NaN | False | 0.0 | 19.0 | 645.500000 | 1.0 | 0 | 0 |
| 92382 | 36 | Completed | 0.22615 | 0.2075 | NaN | NaN | False | 0.0 | 19.0 | 5416.666667 | 1.0 | 0 | 0 |
| 94198 | 36 | Defaulted | 0.19462 | 0.1800 | NaN | NaN | False | 0.0 | 19.0 | 0.083333 | 1.0 | 0 | 0 |
| 95819 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 899.666667 | 1.0 | 0 | 0 |
| 95983 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1600.000000 | 1.0 | 0 | 0 |
| 97961 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | NaN | False | 0.0 | 19.0 | 4166.666667 | 1.0 | 0 | 0 |
| 99180 | 36 | Defaulted | 0.21986 | 0.2075 | NaN | NaN | False | 0.0 | 19.0 | 800.000000 | 1.0 | 0 | 0 |
| 99799 | 36 | Chargedoff | 0.22615 | 0.2075 | NaN | NaN | False | 0.0 | 19.0 | 1583.333333 | 1.0 | 0 | 0 |
| 99826 | 36 | Completed | 0.16802 | 0.1500 | NaN | Not available | False | 0.0 | 19.0 | 2250.000000 | 1.0 | 0 | 0 |
| 100081 | 36 | Completed | 0.22241 | 0.2150 | NaN | Not available | False | 0.0 | 19.0 | 5833.333333 | 1.0 | 0 | 0 |
| 100388 | 36 | Chargedoff | 0.17850 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 1297.500000 | 1.0 | 0 | 0 |
| 100942 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Not available | False | 0.0 | 19.0 | 2166.666667 | 1.0 | 0 | 0 |
| 100943 | 36 | Chargedoff | 0.26008 | 0.2525 | NaN | Not available | False | 0.0 | 19.0 | 1600.000000 | 1.0 | 0 | 0 |
| 100973 | 36 | Defaulted | 0.27767 | 0.2700 | NaN | NaN | False | 0.0 | 19.0 | 2500.000000 | 1.0 | 0 | 0 |
| 101018 | 36 | Defaulted | 0.30962 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1141.666667 | 1.0 | 0 | 0 |
| 101859 | 36 | Defaulted | 0.25566 | 0.2481 | NaN | Not available | False | 0.0 | 19.0 | 2500.000000 | 1.0 | 0 | 0 |
| 102032 | 36 | Chargedoff | 0.26526 | 0.2500 | NaN | NaN | False | 0.0 | 19.0 | 2000.000000 | 1.0 | 0 | 0 |
| 102090 | 36 | Defaulted | 0.12198 | 0.1150 | NaN | Not available | False | 0.0 | 19.0 | 33333.333333 | 1.0 | 0 | 0 |
| 102229 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1194.166667 | 1.0 | 0 | 0 |
| 102840 | 36 | Chargedoff | 0.22744 | 0.2200 | NaN | NaN | False | 0.0 | 19.0 | 3333.333333 | 1.0 | 0 | 0 |
| 103001 | 36 | Defaulted | 0.27767 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 8.333333 | 1.0 | 0 | 0 |
| 103065 | 36 | Defaulted | 0.24891 | 0.2300 | NaN | Not available | False | 0.0 | 19.0 | 1666.666667 | 1.0 | 0 | 0 |
| 103726 | 36 | Defaulted | 0.25397 | 0.2350 | NaN | Not available | False | 0.0 | 19.0 | 1666.666667 | 1.0 | 0 | 0 |
| 105032 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 975.000000 | 1.0 | 0 | 0 |
| 106897 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 2637.583333 | 1.0 | 0 | 0 |
| 108762 | 36 | Defaulted | 0.25903 | 0.2400 | NaN | Not available | False | 0.0 | 19.0 | 1000.000000 | 1.0 | 0 | 0 |
| 109060 | 36 | Defaulted | 0.26914 | 0.2500 | NaN | Not available | False | 0.0 | 19.0 | 500.000000 | 1.0 | 0 | 0 |
| 109468 | 36 | Completed | 0.12700 | 0.1200 | NaN | Not available | False | 0.0 | 19.0 | 0.083333 | 1.0 | 0 | 0 |
| 109522 | 36 | Chargedoff | 0.21543 | 0.2000 | NaN | Not available | False | 0.0 | 19.0 | 1708.333333 | 1.0 | 0 | 0 |
| 109855 | 36 | Completed | 0.22643 | 0.2190 | NaN | Not available | False | 0.0 | 19.0 | 2000.000000 | 1.0 | 0 | 0 |
| 110290 | 36 | Chargedoff | 0.17752 | 0.1594 | NaN | Not available | False | 0.0 | 19.0 | 4491.666667 | 1.0 | 0 | 0 |
| 111624 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 2333.333333 | 1.0 | 0 | 0 |
| 113848 | 36 | Completed | 0.30709 | 0.2875 | NaN | Not available | False | 0.0 | 19.0 | 833.333333 | 1.0 | 0 | 0 |
| Term | LoanStatus | BorrowerAPR | BorrowerRate | ProsperScore | EmploymentStatus | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 794 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 115.583333 | 1.0 | 0 | 0 |
| 912 | 36 | Defaulted | 0.27276 | 0.2600 | NaN | Not available | False | 0.0 | 19.0 | 2316.666667 | 1.0 | 0 | 0 |
| 1685 | 36 | Chargedoff | 0.18065 | 0.1625 | NaN | Not available | False | 0.0 | 19.0 | 1600.000000 | 1.0 | 0 | 0 |
| 4290 | 36 | Chargedoff | 0.24502 | 0.2375 | NaN | NaN | False | 0.0 | 19.0 | 2916.666667 | 1.0 | 0 | 0 |
| 4371 | 36 | Defaulted | 0.24505 | 0.2325 | NaN | Not available | False | 0.0 | 19.0 | 0.000000 | 1.0 | 0 | 0 |
| 4430 | 36 | Defaulted | 0.16296 | 0.1450 | NaN | Not available | False | 0.0 | 19.0 | 166.666667 | 1.0 | 0 | 0 |
| 4672 | 36 | Chargedoff | 0.20836 | 0.1930 | NaN | Not available | False | 0.0 | 19.0 | 2666.666667 | 1.0 | 0 | 0 |
| 5684 | 36 | Completed | 0.23748 | 0.2300 | NaN | Not available | False | 0.0 | 19.0 | 1083.333333 | 1.0 | 0 | 0 |
| 6877 | 36 | Chargedoff | 0.08718 | 0.0700 | NaN | Not available | False | 0.0 | 19.0 | 2227.500000 | 1.0 | 0 | 0 |
| 7739 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1400.000000 | 1.0 | 0 | 0 |
| 9048 | 36 | Defaulted | 0.30962 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 3166.666667 | 1.0 | 0 | 0 |
| 9473 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | Not available | False | 0.0 | 19.0 | 2000.000000 | 1.0 | 0 | 0 |
| 13395 | 36 | Defaulted | 0.24502 | 0.2375 | NaN | NaN | True | 0.0 | 19.0 | 4166.666667 | 1.0 | 0 | 0 |
| 13525 | 36 | Chargedoff | 0.20735 | 0.2000 | NaN | Not available | False | 0.0 | 19.0 | 3896.666667 | 1.0 | 0 | 0 |
| 13686 | 36 | Completed | 0.18824 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 2050.000000 | 1.0 | 0 | 0 |
| 13938 | 36 | Defaulted | 0.18824 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 2083.333333 | 1.0 | 0 | 0 |
| 14338 | 36 | Chargedoff | 0.18515 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 1083.333333 | 1.0 | 0 | 0 |
| 14725 | 36 | Chargedoff | 0.18132 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 916.666667 | 1.0 | 0 | 0 |
| 15093 | 36 | Defaulted | 0.29972 | 0.2900 | NaN | NaN | False | 0.0 | 19.0 | 1200.000000 | 1.0 | 0 | 0 |
| 15137 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | NaN | False | 0.0 | 19.0 | 1500.000000 | 1.0 | 0 | 0 |
| 18774 | 36 | Defaulted | 0.28771 | 0.2800 | NaN | NaN | False | 0.0 | 19.0 | 2683.333333 | 1.0 | 0 | 0 |
| 18836 | 36 | Defaulted | 0.30630 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 2080.000000 | 1.0 | 0 | 0 |
| 19737 | 36 | Completed | 0.30503 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1500.000000 | 1.0 | 0 | 0 |
| 20736 | 36 | Completed | 0.29972 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1150.000000 | 1.0 | 0 | 0 |
| 21047 | 36 | Defaulted | 0.10739 | 0.0900 | NaN | Not available | False | 0.0 | 19.0 | 1475.000000 | 1.0 | 0 | 0 |
| 21397 | 36 | Completed | 0.24753 | 0.2400 | NaN | Not available | False | 0.0 | 19.0 | 9233.333333 | 1.0 | 0 | 0 |
| 22399 | 36 | Completed | 0.20684 | 0.1995 | NaN | NaN | False | 0.0 | 19.0 | 1666.666667 | 1.0 | 0 | 0 |
| 24874 | 36 | Chargedoff | 0.24253 | 0.2300 | NaN | Not available | False | 0.0 | 19.0 | 190.416667 | 1.0 | 0 | 0 |
| 24999 | 36 | Completed | 0.20986 | 0.2025 | NaN | NaN | False | 0.0 | 19.0 | 2348.416667 | 1.0 | 0 | 0 |
| 25363 | 36 | Defaulted | 0.26535 | 0.2480 | NaN | Not available | False | 0.0 | 19.0 | 2862.416667 | 1.0 | 0 | 0 |
| 25420 | 36 | Defaulted | 0.20793 | 0.1895 | NaN | Not available | False | 0.0 | 19.0 | 1083.333333 | 1.0 | 0 | 0 |
| 25951 | 36 | Chargedoff | 0.22744 | 0.2200 | NaN | Not available | False | 0.0 | 19.0 | 2446.750000 | 1.0 | 0 | 0 |
| 26346 | 36 | Defaulted | 0.29960 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1604.166667 | 1.0 | 0 | 0 |
| 27546 | 36 | Chargedoff | 0.23999 | 0.2325 | NaN | Not available | False | 0.0 | 19.0 | 2083.333333 | 1.0 | 0 | 0 |
| 27956 | 36 | Defaulted | 0.18824 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 37.500000 | 1.0 | 0 | 0 |
| 30460 | 36 | Completed | 0.27276 | 0.2600 | NaN | Not available | False | 0.0 | 19.0 | 1583.333333 | 1.0 | 0 | 0 |
| 30524 | 36 | Completed | 0.21543 | 0.2000 | NaN | Not available | False | 0.0 | 19.0 | 2250.000000 | 1.0 | 0 | 0 |
| 31084 | 36 | Defaulted | 0.29720 | 0.2875 | NaN | Not available | False | 0.0 | 19.0 | 1333.333333 | 1.0 | 0 | 0 |
| 31093 | 36 | Defaulted | 0.30300 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 4000.000000 | 1.0 | 0 | 0 |
| 32477 | 36 | Completed | 0.20735 | 0.2000 | NaN | Not available | False | 0.0 | 19.0 | 0.083333 | 1.0 | 0 | 0 |
| 32724 | 36 | Defaulted | 0.17904 | 0.1700 | NaN | NaN | False | 0.0 | 19.0 | 5166.666667 | 1.0 | 0 | 0 |
| 33584 | 36 | Defaulted | 0.28938 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 1083.333333 | 1.0 | 0 | 0 |
| 33863 | 36 | Completed | 0.22931 | 0.2200 | NaN | Not available | False | 0.0 | 19.0 | 2116.833333 | 1.0 | 0 | 0 |
| 35144 | 36 | Defaulted | 0.16466 | 0.1575 | NaN | NaN | False | 0.0 | 19.0 | 1898.000000 | 1.0 | 0 | 0 |
| 35258 | 36 | Completed | 0.18824 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 3529.000000 | 1.0 | 0 | 0 |
| 35583 | 36 | Chargedoff | 0.30781 | 0.3000 | NaN | Not available | False | 0.0 | 19.0 | 3546.416667 | 1.0 | 0 | 0 |
| 36090 | 36 | Completed | 0.07456 | 0.0575 | NaN | NaN | False | 0.0 | 19.0 | 1000.000000 | 1.0 | 0 | 0 |
| 37879 | 36 | Defaulted | 0.14510 | 0.1309 | NaN | Not available | False | 0.0 | 19.0 | 500.000000 | 1.0 | 0 | 0 |
| 37961 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 583.333333 | 1.0 | 0 | 0 |
| 38712 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | NaN | False | 0.0 | 19.0 | 2491.666667 | 1.0 | 0 | 0 |
| 39530 | 36 | Chargedoff | 0.06698 | 0.0500 | NaN | Not available | False | 0.0 | 19.0 | 2666.666667 | 1.0 | 0 | 0 |
| 40949 | 36 | Chargedoff | 0.24943 | 0.2400 | NaN | Not available | False | 0.0 | 19.0 | 187.166667 | 1.0 | 0 | 0 |
| 41262 | 36 | Chargedoff | 0.26914 | 0.2500 | NaN | Not available | False | 0.0 | 19.0 | 3625.000000 | 1.0 | 0 | 0 |
| 45243 | 36 | Chargedoff | 0.29716 | 0.2894 | NaN | Not available | False | 0.0 | 19.0 | 750.000000 | 1.0 | 0 | 0 |
| 45784 | 36 | Chargedoff | 0.20846 | 0.1900 | NaN | Not available | False | 0.0 | 19.0 | 1833.333333 | 1.0 | 0 | 0 |
| 47699 | 36 | Completed | 0.22744 | 0.2200 | NaN | NaN | False | 0.0 | 19.0 | 5000.000000 | 1.0 | 0 | 0 |
| 48553 | 36 | Defaulted | 0.18738 | 0.1770 | NaN | NaN | False | 0.0 | 19.0 | 6250.000000 | 1.0 | 0 | 0 |
| 48629 | 36 | Completed | 0.21857 | 0.2000 | NaN | NaN | False | 0.0 | 19.0 | 2083.333333 | 1.0 | 0 | 0 |
| 49530 | 36 | Completed | 0.16635 | 0.1500 | NaN | Not available | False | 0.0 | 19.0 | 3083.333333 | 1.0 | 0 | 0 |
| 49970 | 36 | Completed | 0.18773 | 0.1695 | NaN | Not available | False | 0.0 | 19.0 | 833.333333 | 1.0 | 0 | 0 |
| 49993 | 36 | Completed | 0.23748 | 0.2300 | NaN | Not available | False | 0.0 | 19.0 | 86.666667 | 1.0 | 0 | 0 |
| 51824 | 36 | Chargedoff | 0.28771 | 0.2800 | NaN | Not available | False | 0.0 | 19.0 | 1820.000000 | 1.0 | 0 | 0 |
| 53036 | 36 | Defaulted | 0.20223 | 0.1900 | NaN | Not available | False | 0.0 | 19.0 | 2823.500000 | 1.0 | 0 | 0 |
| 53060 | 36 | Completed | 0.21857 | 0.2000 | NaN | Not available | False | 0.0 | 19.0 | 1250.000000 | 1.0 | 0 | 0 |
| 53277 | 36 | Completed | 0.27948 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 1100.000000 | 1.0 | 0 | 0 |
| 53280 | 36 | Completed | 0.17050 | 0.1585 | NaN | Not available | False | 0.0 | 19.0 | 1440.000000 | 1.0 | 0 | 0 |
| 54101 | 36 | Defaulted | 0.18824 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 1583.333333 | 1.0 | 0 | 0 |
| 54114 | 36 | Defaulted | 0.21230 | 0.2000 | NaN | Not available | False | 0.0 | 19.0 | 5416.666667 | 1.0 | 0 | 0 |
| 54811 | 36 | Defaulted | 0.19582 | 0.1775 | NaN | NaN | False | 0.0 | 19.0 | 1640.000000 | 1.0 | 0 | 0 |
| 56188 | 36 | Completed | 0.18565 | 0.1784 | NaN | Not available | False | 0.0 | 19.0 | 2583.333333 | 1.0 | 0 | 0 |
| 56190 | 36 | Defaulted | 0.25903 | 0.2400 | NaN | Not available | False | 0.0 | 19.0 | 400.000000 | 1.0 | 0 | 0 |
| 56732 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 2500.000000 | 1.0 | 0 | 0 |
| 58571 | 36 | Chargedoff | 0.27767 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 850.000000 | 1.0 | 0 | 0 |
| 59967 | 36 | Defaulted | 0.29292 | 0.2800 | NaN | Not available | False | 0.0 | 19.0 | 714.000000 | 1.0 | 0 | 0 |
| 61268 | 36 | Completed | 0.22615 | 0.2075 | NaN | NaN | False | 0.0 | 19.0 | 2291.666667 | 1.0 | 0 | 0 |
| 61529 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 2916.666667 | 1.0 | 0 | 0 |
| 61785 | 36 | Completed | 0.18909 | 0.1800 | NaN | Not available | False | 0.0 | 19.0 | 1521.250000 | 1.0 | 0 | 0 |
| 61992 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 3500.000000 | 1.0 | 0 | 0 |
| 64562 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 4400.000000 | 1.0 | 0 | 0 |
| 66051 | 36 | Completed | 0.24502 | 0.2375 | NaN | Not available | False | 0.0 | 19.0 | 3166.666667 | 1.0 | 0 | 0 |
| 66781 | 36 | Defaulted | 0.28771 | 0.2800 | NaN | Not available | False | 0.0 | 19.0 | 6250.000000 | 1.0 | 0 | 0 |
| 69217 | 36 | Completed | 0.16949 | 0.1575 | NaN | NaN | False | 0.0 | 19.0 | 5666.666667 | 1.0 | 0 | 0 |
| 69880 | 36 | Defaulted | 0.28771 | 0.2800 | NaN | NaN | False | 0.0 | 19.0 | 5250.000000 | 1.0 | 0 | 0 |
| 70079 | 36 | Completed | 0.20735 | 0.2000 | NaN | NaN | False | 0.0 | 19.0 | 1000.000000 | 1.0 | 0 | 0 |
| 72889 | 36 | Defaulted | 0.18318 | 0.1650 | NaN | Not available | False | 0.0 | 19.0 | 1200.000000 | 1.0 | 0 | 0 |
| 72942 | 36 | Defaulted | 0.30781 | 0.3000 | NaN | NaN | False | 0.0 | 19.0 | 1100.000000 | 1.0 | 0 | 0 |
| 73152 | 36 | Defaulted | 0.28941 | 0.2800 | NaN | NaN | False | 0.0 | 19.0 | 2054.166667 | 1.0 | 0 | 0 |
| 75149 | 36 | Defaulted | 0.25757 | 0.2500 | NaN | Not available | False | 0.0 | 19.0 | 2666.666667 | 1.0 | 0 | 0 |
| 75891 | 36 | Defaulted | 0.26954 | 0.2600 | NaN | Not available | False | 0.0 | 19.0 | 2750.000000 | 1.0 | 0 | 0 |
| 79107 | 36 | Defaulted | 0.23497 | 0.2275 | NaN | NaN | False | 0.0 | 19.0 | 1833.333333 | 1.0 | 0 | 0 |
| 79600 | 36 | Completed | 0.23937 | 0.2300 | NaN | Not available | False | 0.0 | 19.0 | 3553.333333 | 1.0 | 0 | 0 |
| 80444 | 36 | Completed | 0.22744 | 0.2200 | NaN | Not available | False | 0.0 | 19.0 | 1916.666667 | 1.0 | 0 | 0 |
| 81244 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 2666.666667 | 1.0 | 0 | 0 |
| 82008 | 36 | Defaulted | 0.23748 | 0.2300 | NaN | Not available | False | 0.0 | 19.0 | 2416.666667 | 1.0 | 0 | 0 |
| 82889 | 36 | Chargedoff | 0.18824 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 7083.333333 | 1.0 | 0 | 0 |
| 85717 | 36 | Chargedoff | 0.27767 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 3704.416667 | 1.0 | 0 | 0 |
| 88167 | 36 | Completed | 0.27767 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 2200.000000 | 1.0 | 0 | 0 |
| 88967 | 36 | Defaulted | 0.24891 | 0.2300 | NaN | NaN | False | 0.0 | 19.0 | 1191.666667 | 1.0 | 0 | 0 |
| 89619 | 36 | Defaulted | 0.27767 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 3000.000000 | 1.0 | 0 | 0 |
| 91152 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1600.000000 | 1.0 | 0 | 0 |
| 91653 | 36 | Completed | 0.24891 | 0.2300 | NaN | NaN | False | 0.0 | 19.0 | 645.500000 | 1.0 | 0 | 0 |
| 92382 | 36 | Completed | 0.22615 | 0.2075 | NaN | NaN | False | 0.0 | 19.0 | 5416.666667 | 1.0 | 0 | 0 |
| 94198 | 36 | Defaulted | 0.19462 | 0.1800 | NaN | NaN | False | 0.0 | 19.0 | 0.083333 | 1.0 | 0 | 0 |
| 95819 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 899.666667 | 1.0 | 0 | 0 |
| 95983 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1600.000000 | 1.0 | 0 | 0 |
| 97961 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | NaN | False | 0.0 | 19.0 | 4166.666667 | 1.0 | 0 | 0 |
| 99180 | 36 | Defaulted | 0.21986 | 0.2075 | NaN | NaN | False | 0.0 | 19.0 | 800.000000 | 1.0 | 0 | 0 |
| 99799 | 36 | Chargedoff | 0.22615 | 0.2075 | NaN | NaN | False | 0.0 | 19.0 | 1583.333333 | 1.0 | 0 | 0 |
| 99826 | 36 | Completed | 0.16802 | 0.1500 | NaN | Not available | False | 0.0 | 19.0 | 2250.000000 | 1.0 | 0 | 0 |
| 100081 | 36 | Completed | 0.22241 | 0.2150 | NaN | Not available | False | 0.0 | 19.0 | 5833.333333 | 1.0 | 0 | 0 |
| 100388 | 36 | Chargedoff | 0.17850 | 0.1700 | NaN | Not available | False | 0.0 | 19.0 | 1297.500000 | 1.0 | 0 | 0 |
| 100942 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Not available | False | 0.0 | 19.0 | 2166.666667 | 1.0 | 0 | 0 |
| 100943 | 36 | Chargedoff | 0.26008 | 0.2525 | NaN | Not available | False | 0.0 | 19.0 | 1600.000000 | 1.0 | 0 | 0 |
| 100973 | 36 | Defaulted | 0.27767 | 0.2700 | NaN | NaN | False | 0.0 | 19.0 | 2500.000000 | 1.0 | 0 | 0 |
| 101018 | 36 | Defaulted | 0.30962 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1141.666667 | 1.0 | 0 | 0 |
| 101859 | 36 | Defaulted | 0.25566 | 0.2481 | NaN | Not available | False | 0.0 | 19.0 | 2500.000000 | 1.0 | 0 | 0 |
| 102032 | 36 | Chargedoff | 0.26526 | 0.2500 | NaN | NaN | False | 0.0 | 19.0 | 2000.000000 | 1.0 | 0 | 0 |
| 102090 | 36 | Defaulted | 0.12198 | 0.1150 | NaN | Not available | False | 0.0 | 19.0 | 33333.333333 | 1.0 | 0 | 0 |
| 102229 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 1194.166667 | 1.0 | 0 | 0 |
| 102840 | 36 | Chargedoff | 0.22744 | 0.2200 | NaN | NaN | False | 0.0 | 19.0 | 3333.333333 | 1.0 | 0 | 0 |
| 103001 | 36 | Defaulted | 0.27767 | 0.2700 | NaN | Not available | False | 0.0 | 19.0 | 8.333333 | 1.0 | 0 | 0 |
| 103065 | 36 | Defaulted | 0.24891 | 0.2300 | NaN | Not available | False | 0.0 | 19.0 | 1666.666667 | 1.0 | 0 | 0 |
| 103726 | 36 | Defaulted | 0.25397 | 0.2350 | NaN | Not available | False | 0.0 | 19.0 | 1666.666667 | 1.0 | 0 | 0 |
| 105032 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 975.000000 | 1.0 | 0 | 0 |
| 106897 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 2637.583333 | 1.0 | 0 | 0 |
| 108762 | 36 | Defaulted | 0.25903 | 0.2400 | NaN | Not available | False | 0.0 | 19.0 | 1000.000000 | 1.0 | 0 | 0 |
| 109060 | 36 | Defaulted | 0.26914 | 0.2500 | NaN | Not available | False | 0.0 | 19.0 | 500.000000 | 1.0 | 0 | 0 |
| 109468 | 36 | Completed | 0.12700 | 0.1200 | NaN | Not available | False | 0.0 | 19.0 | 0.083333 | 1.0 | 0 | 0 |
| 109522 | 36 | Chargedoff | 0.21543 | 0.2000 | NaN | Not available | False | 0.0 | 19.0 | 1708.333333 | 1.0 | 0 | 0 |
| 109855 | 36 | Completed | 0.22643 | 0.2190 | NaN | Not available | False | 0.0 | 19.0 | 2000.000000 | 1.0 | 0 | 0 |
| 110290 | 36 | Chargedoff | 0.17752 | 0.1594 | NaN | Not available | False | 0.0 | 19.0 | 4491.666667 | 1.0 | 0 | 0 |
| 111624 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 0.0 | 19.0 | 2333.333333 | 1.0 | 0 | 0 |
| 113848 | 36 | Completed | 0.30709 | 0.2875 | NaN | Not available | False | 0.0 | 19.0 | 833.333333 | 1.0 | 0 | 0 |
All of these rows have a credit score lower bound of 0, and upper bound of 19.0. Moreover, many of them were either defaulted or charged off.
df_sub.query('CreditScoreRangeLower < 200').LoanStatus.value_counts()
Defaulted 59 Completed 39 Chargedoff 35 Past Due 0 InProgress 0 Current 0 Cancelled 0 Name: LoanStatus, dtype: int64
Defaulted 59 Completed 39 Chargedoff 35 Past Due 0 InProgress 0 Current 0 Cancelled 0 Name: LoanStatus, dtype: int64
As we can see, more than half of the debts went bad. These outliers should be dropped, otherwise the analysis twowards credit score would become difficult.
df_sub.drop(axis=0, index=df_sub.query('CreditScoreRangeLower < 200').index, inplace=True)
print(df_sub.CreditScoreRangeLower.describe())
print(df_sub.CreditScoreRangeUpper.describe())
count 113213.000000 mean 686.373120 std 62.201999 min 360.000000 25% 660.000000 50% 680.000000 75% 720.000000 max 880.000000 Name: CreditScoreRangeLower, dtype: float64 count 113213.000000 mean 705.373120 std 62.201999 min 379.000000 25% 679.000000 50% 699.000000 75% 739.000000 max 899.000000 Name: CreditScoreRangeUpper, dtype: float64 count 113213.000000 mean 686.373120 std 62.201999 min 360.000000 25% 660.000000 50% 680.000000 75% 720.000000 max 880.000000 Name: CreditScoreRangeLower, dtype: float64 count 113213.000000 mean 705.373120 std 62.201999 min 379.000000 25% 679.000000 50% 699.000000 75% 739.000000 max 899.000000 Name: CreditScoreRangeUpper, dtype: float64
# take a look at CreditScorelower and upper again.
plt.figure(figsize=(10, 5))
plt.subplot(1,2,1)
bins_edge = np.arange(df_sub.CreditScoreRangeLower.min(), df_sub.CreditScoreRangeLower.max()+10, 10)
plt.hist(data=df_sub, x='CreditScoreRangeLower', bins=bins_edge)
plt.xlabel('CreditScoreRangeLower')
plt.ylabel('Counts');
plt.subplots_adjust(wspace= 0.3)
plt.subplot(1,2,2)
bins_edge = np.arange(df_sub.CreditScoreRangeUpper.min(), df_sub.CreditScoreRangeUpper.max()+10, 10)
plt.hist(data=df_sub, x='CreditScoreRangeUpper', bins=bins_edge)
plt.xlabel('CreditScoreRangeUpper')
plt.ylabel('Counts');
The two bounds of credit score is very similar, noting there are gaps between every sub-interval of the graph, this might indicate the credit scores were given with a sepcific range for each.
The credit socres look very normally distributed as well.
# combine the two plots
bins_edge = np.arange(df_sub.CreditScoreRangeLower.min(), df_sub.CreditScoreRangeUpper.max()+10, 10)
plt.hist(data=df_sub, x='CreditScoreRangeLower', bins=bins_edge)
plt.hist(data=df_sub, x='CreditScoreRangeUpper', bins=bins_edge)
plt.xlabel('CreditScoreRangeCombined')
plt.ylabel('Counts')
plt.legend(['CreditScoreRangeLower', 'CreditScoreRangeUpper']);
Interestingly, thw two graphs fill in each other's gap perfectly, this further indicates the lower and upper bound of credit scores were givien with some certain values.
# take a look at the StatedMonthlyIncome variable
df_sub.StatedMonthlyIncome.describe()
count 1.138040e+05 mean 5.611754e+03 std 7.481310e+03 min 0.000000e+00 25% 3.208333e+03 50% 4.666667e+03 75% 6.833333e+03 max 1.750003e+06 Name: StatedMonthlyIncome, dtype: float64
count 1.138040e+05 mean 5.611754e+03 std 7.481310e+03 min 0.000000e+00 25% 3.208333e+03 50% 4.666667e+03 75% 6.833333e+03 max 1.750003e+06 Name: StatedMonthlyIncome, dtype: float64
print(df_sub.query('StatedMonthlyIncome == 0')['Term'].count())
print('{:.5%}'.format(df_sub.query('StatedMonthlyIncome == 0')['Term'].count() / df_sub['Term'].count()))
1393 1.22403% 1393 1.22403%
There are 1393 borrowers with a monthly income of 0, however, it is not significant because it acccounts for only 1.22403% in porpotion of the total.
print(df_sub.query('StatedMonthlyIncome >= 50000')['Term'].count())
print('{:.5%}'.format(df_sub.query('StatedMonthlyIncome >= 50000')['Term'].count() / df_sub['Term'].count()))
91 0.07996% 91 0.07996%
There are 18 borrowers with a monthly income higher than 100000. Altough they might be wrong values, their existence make plotting difficult in the later section. They should better be dropped.
log_binsize = 0.025
bins = 10 ** np.arange(0.0, np.log10(df_sub.StatedMonthlyIncome.max())+log_binsize, log_binsize)
# insert a bin at 0, since there are some values = 0 for StatedMonthlyIncome
bins = list(bins)
bins.insert(0, 0)
plt.figure(figsize= (10, 5))
plt.hist(data=df_sub, x='StatedMonthlyIncome', bins=bins)
# change the graph to log scale
plt.xscale('log');
plt.xticks([500, 1e3, 2e3, 5e3, 1e4, 2e4, 5e4], [ 500, '1k', '2k', '5k', '10k', '20k', '50k'])
plt.xlabel('StatedMonthlyIncome ($)')
plt.ylabel('Count');
The majorty of values are normally distributed, however, outliers are significant at around 0 while also some greater than 50k.
df_sub.query('StatedMonthlyIncome == 0')
| Term | LoanStatus | BorrowerAPR | BorrowerRate | ProsperScore | EmploymentStatus | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 78 | 36 | Chargedoff | 0.18454 | 0.1700 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 100 | 36 | Chargedoff | 0.35356 | 0.3134 | 3.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 108 | 36 | Completed | 0.28320 | 0.2600 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 125 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 170 | 36 | Completed | 0.28851 | 0.2499 | 5.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 186 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 332 | 36 | Cancelled | 0.25650 | 0.2375 | NaN | NaN | True | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 335 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 688 | 36 | Completed | 0.30532 | 0.2699 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 1 |
| 772 | 36 | Completed | 0.10491 | 0.0980 | NaN | Full-time | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 917 | 36 | Completed | 0.15713 | 0.1500 | NaN | Not available | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 948 | 36 | Completed | 0.14770 | 0.1299 | NaN | Not available | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 954 | 36 | Completed | 0.27767 | 0.2700 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 973 | 12 | Completed | 0.30461 | 0.2254 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 988 | 36 | Completed | 0.38443 | 0.3220 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 1014 | 36 | Current | 0.24758 | 0.2099 | 6.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 1157 | 36 | Completed | 0.12500 | 0.1180 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 1 |
| 1314 | 36 | Current | 0.31032 | 0.2712 | 2.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 1346 | 36 | Completed | 0.37036 | 0.3500 | NaN | Self-employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 1478 | 36 | Chargedoff | 0.19730 | 0.1900 | NaN | Self-employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 1521 | 36 | Chargedoff | 0.14132 | 0.1200 | NaN | Not employed | True | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 1529 | 60 | Past Due | 0.27462 | 0.2489 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 1557 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 1773 | 60 | Current | 0.24702 | 0.2220 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 1790 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | True | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 1822 | 36 | Completed | 0.16991 | 0.1555 | NaN | Full-time | True | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 1829 | 36 | Current | 0.35132 | 0.3149 | 4.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 1844 | 36 | Completed | 0.09436 | 0.0800 | NaN | NaN | False | NaN | NaN | 0.0 | 1.0000 | 0 | 0 |
| 1926 | 36 | Chargedoff | 0.30218 | 0.2900 | NaN | Full-time | True | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 2064 | 36 | Completed | 0.15428 | 0.1400 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 2331 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 2439 | 36 | Defaulted | 0.34815 | 0.3321 | NaN | Full-time | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 2547 | 36 | Completed | 0.20412 | 0.1820 | NaN | Full-time | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 2583 | 36 | Completed | 0.29776 | 0.2900 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 0 |
| 2696 | 36 | Chargedoff | 0.15629 | 0.1420 | NaN | Full-time | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 2871 | 36 | Chargedoff | 0.16115 | 0.1540 | NaN | Self-employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 2909 | 36 | Current | 0.27060 | 0.2324 | 5.0 | Not employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 2967 | 36 | Chargedoff | 0.30469 | 0.2969 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 2985 | 36 | Completed | 0.23246 | 0.2250 | NaN | Not available | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 3055 | 36 | Chargedoff | 0.17722 | 0.1700 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 2 | 0 |
| 3151 | 36 | Completed | 0.10638 | 0.0890 | NaN | Full-time | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 3152 | 36 | Current | 0.29486 | 0.2561 | 6.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 3362 | 36 | Defaulted | 0.15629 | 0.1420 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 3441 | 36 | Defaulted | 0.10993 | 0.1030 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 3 | 2 |
| 3452 | 36 | Chargedoff | 0.07147 | 0.0510 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 3514 | 36 | Completed | 0.33593 | 0.3200 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 3574 | 36 | Current | 0.27060 | 0.2324 | 2.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 1 |
| 3645 | 36 | Chargedoff | 0.35643 | 0.3199 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 3745 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 3780 | 36 | Current | 0.29510 | 0.2599 | 5.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 3852 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 3959 | 36 | Completed | 0.15629 | 0.1420 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 3967 | 36 | Completed | 0.35356 | 0.3134 | 2.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 3979 | 36 | Completed | 0.36884 | 0.3444 | 8.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 4062 | 36 | Completed | 0.35930 | 0.3350 | 5.0 | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 4117 | 36 | Completed | 0.25707 | 0.2495 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 4195 | 36 | Completed | 0.24246 | 0.2049 | 7.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 4260 | 60 | Current | 0.28930 | 0.2632 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 4519 | 36 | Completed | 0.32378 | 0.3000 | NaN | Full-time | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 4637 | 36 | Chargedoff | 0.24246 | 0.2049 | 7.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 4818 | 60 | Completed | 0.35838 | 0.3304 | 2.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 4836 | 36 | Completed | 0.15428 | 0.1400 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 0 |
| 4885 | 36 | Completed | 0.17072 | 0.1700 | NaN | Full-time | True | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 1 |
| 4892 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 5030 | 36 | Completed | 0.16497 | 0.1500 | NaN | NaN | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 5054 | 36 | Defaulted | 0.24753 | 0.2400 | NaN | Not available | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 5092 | 36 | Defaulted | 0.19700 | 0.1897 | NaN | Retired | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 5146 | 36 | Completed | 0.26681 | 0.2287 | 2.0 | Employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 5169 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 5212 | 36 | Current | 0.18173 | 0.1599 | 8.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 5479 | 36 | Chargedoff | 0.35132 | 0.3149 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 5535 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 5769 | 36 | Completed | 0.09869 | 0.0918 | NaN | Self-employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 1 | 1 |
| 5898 | 36 | Chargedoff | 0.16717 | 0.1600 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 0 |
| 5931 | 36 | Current | 0.35132 | 0.3149 | 4.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 6095 | 60 | Current | 0.17849 | 0.1551 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 6150 | 60 | Past Due | 0.27462 | 0.2489 | 6.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 6262 | 36 | Chargedoff | 0.23851 | 0.2235 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 0 |
| 6482 | 60 | Past Due | 0.32989 | 0.3027 | 7.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 6658 | 36 | Chargedoff | 0.18756 | 0.1730 | NaN | Part-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 7024 | 36 | Completed | 0.11446 | 0.0970 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 7060 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 7190 | 36 | Chargedoff | 0.14699 | 0.1399 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 7234 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 7278 | 36 | Completed | 0.12106 | 0.1000 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 7307 | 36 | Completed | 0.36438 | 0.3400 | NaN | Self-employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 7311 | 36 | Chargedoff | 0.35643 | 0.3199 | 2.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 7388 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 7481 | 36 | Completed | 0.36623 | 0.3500 | NaN | Part-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 7593 | 36 | Chargedoff | 0.35372 | 0.3295 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 7657 | 36 | Chargedoff | 0.33553 | 0.2958 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 7702 | 36 | Completed | 0.12188 | 0.1149 | NaN | Full-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 7788 | 36 | Completed | 0.35132 | 0.3149 | 4.0 | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 7847 | 60 | Chargedoff | 0.27462 | 0.2489 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 7978 | 36 | Completed | 0.26403 | 0.2411 | NaN | Part-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 8028 | 36 | Current | 0.30532 | 0.2699 | 7.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 8067 | 36 | Chargedoff | 0.38723 | 0.3500 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 8118 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 8165 | 36 | Completed | 0.17199 | 0.1648 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 8255 | 36 | Completed | 0.22226 | 0.1999 | NaN | Full-time | True | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 8420 | 36 | Chargedoff | 0.30532 | 0.2699 | 5.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 8441 | 36 | Completed | 0.09889 | 0.0920 | NaN | Full-time | True | 840.0 | 859.0 | 0.0 | 1.0000 | 0 | 0 |
| 8645 | 36 | Chargedoff | 0.09069 | 0.0700 | NaN | Self-employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 1 |
| 8729 | 36 | Completed | 0.13663 | 0.1225 | NaN | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 8764 | 36 | Defaulted | 0.17575 | 0.1540 | NaN | Self-employed | True | 620.0 | 639.0 | 0.0 | 1.0000 | 1 | 0 |
| 8886 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 9171 | 36 | Completed | 0.36438 | 0.3400 | NaN | Full-time | True | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 9411 | 60 | Completed | 0.14766 | 0.1296 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 9454 | 36 | Completed | 0.12877 | 0.1200 | NaN | Not available | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 9509 | 36 | Completed | 0.33393 | 0.3100 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 9524 | 60 | Completed | 0.20358 | 0.1845 | 6.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 9621 | 36 | Completed | 0.16436 | 0.1500 | NaN | Self-employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 9629 | 36 | Current | 0.35643 | 0.3199 | 4.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 9675 | 36 | Completed | 0.22237 | 0.2000 | NaN | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 9714 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 9812 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 9832 | 36 | Completed | 0.22868 | 0.2100 | NaN | NaN | True | 500.0 | 519.0 | 0.0 | 1.0000 | 0 | 0 |
| 9848 | 36 | Completed | 0.18183 | 0.1600 | NaN | Self-employed | True | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 10002 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 10062 | 36 | Current | 0.35643 | 0.3199 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 10114 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 10160 | 36 | Completed | 0.17297 | 0.1549 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 10280 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 10377 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 10431 | 36 | Completed | 0.09568 | 0.0888 | NaN | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 10495 | 36 | Current | 0.21945 | 0.1824 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 0.9958 | 0 | 0 |
| 10565 | 36 | Completed | 0.17072 | 0.1700 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 4 | 3 |
| 10697 | 36 | Completed | 0.11334 | 0.0994 | NaN | Part-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 1 |
| 10711 | 36 | Completed | 0.31573 | 0.3000 | NaN | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 10759 | 36 | Completed | 0.20920 | 0.2000 | NaN | NaN | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 10807 | 60 | Current | 0.17849 | 0.1551 | 9.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 10959 | 36 | Completed | 0.25278 | 0.2300 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 11002 | 36 | Completed | 0.16436 | 0.1500 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 11023 | 36 | Completed | 0.24246 | 0.2049 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 11097 | 36 | Completed | 0.20835 | 0.2010 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 2 | 2 |
| 11188 | 36 | Completed | 0.19703 | 0.1750 | NaN | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 11277 | 36 | Completed | 0.24502 | 0.2375 | NaN | NaN | False | NaN | NaN | 0.0 | 1.0000 | 0 | 0 |
| 11473 | 36 | Completed | 0.35858 | 0.3220 | 5.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 11528 | 36 | Completed | 0.16717 | 0.1600 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 11599 | 36 | Completed | 0.17705 | 0.1650 | NaN | Not available | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 11827 | 60 | Completed | 0.26528 | 0.2398 | 6.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 0.7395 | 0 | 0 |
| 11856 | 36 | Completed | 0.29510 | 0.2599 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 11857 | 36 | Chargedoff | 0.21636 | 0.1790 | 9.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 11911 | 36 | Completed | 0.10943 | 0.1025 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 11968 | 36 | Chargedoff | 0.35643 | 0.3199 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 11987 | 36 | Completed | 0.25556 | 0.2480 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 11991 | 60 | Current | 0.23656 | 0.2118 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 12008 | 60 | Completed | 0.19907 | 0.1752 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 12084 | 36 | Completed | 0.29309 | 0.2340 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 12130 | 36 | Defaulted | 0.36623 | 0.3500 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 12262 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 12306 | 36 | Completed | 0.15462 | 0.1475 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 12342 | 36 | Completed | 0.30532 | 0.2699 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 12474 | 36 | Completed | 0.22489 | 0.2100 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 1 | 0 |
| 12485 | 36 | Chargedoff | 0.28339 | 0.2449 | 7.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 12511 | 36 | Completed | 0.15629 | 0.1420 | NaN | Full-time | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 12523 | 36 | Chargedoff | 0.27467 | 0.2399 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 12539 | 12 | Completed | 0.35843 | 0.2669 | 3.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 12628 | 36 | Current | 0.34793 | 0.3079 | 3.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 12858 | 60 | Chargedoff | 0.26528 | 0.2398 | 7.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 12922 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 13097 | 36 | Completed | 0.13411 | 0.1200 | NaN | Self-employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 13119 | 36 | Defaulted | 0.36306 | 0.3387 | NaN | Full-time | True | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 13125 | 60 | Chargedoff | 0.32989 | 0.3027 | 7.0 | Not employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 13229 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 13301 | 36 | Completed | 0.23757 | 0.2150 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 13392 | 36 | Current | 0.35643 | 0.3199 | 2.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 0.7784 | 0 | 0 |
| 13429 | 36 | Completed | 0.12511 | 0.1040 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 13620 | 36 | Chargedoff | 0.28349 | 0.2758 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 13867 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 13946 | 36 | Chargedoff | 0.35797 | 0.3177 | 2.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 13964 | 36 | Completed | 0.10080 | 0.0939 | NaN | Full-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 1 | 0 |
| 14019 | 36 | Past Due | 0.35356 | 0.3134 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 14033 | 36 | Chargedoff | 0.21025 | 0.1734 | 4.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 14041 | 60 | Current | 0.27462 | 0.2489 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 14054 | 36 | Completed | 0.37199 | 0.3475 | NaN | Not employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 14250 | 36 | Completed | 0.17415 | 0.1597 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 14262 | 36 | Chargedoff | 0.12700 | 0.1200 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 14604 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 14648 | 36 | Defaulted | 0.12951 | 0.1225 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 14671 | 36 | Chargedoff | 0.28974 | 0.2511 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 14681 | 36 | Completed | 0.20219 | 0.1875 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 2 | 2 |
| 14710 | 60 | Current | 0.31375 | 0.2870 | 5.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 14716 | 36 | Completed | 0.05672 | 0.0500 | NaN | Full-time | False | 780.0 | 799.0 | 0.0 | 1.0000 | 39 | 33 |
| 14801 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 14924 | 60 | Chargedoff | 0.27462 | 0.2489 | 6.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 14943 | 36 | Completed | 0.17596 | 0.1542 | NaN | Self-employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 15033 | 36 | Completed | 0.21223 | 0.1900 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 1 |
| 15322 | 36 | Completed | 0.17722 | 0.1700 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 15456 | 36 | Completed | 0.22237 | 0.2000 | NaN | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 15626 | 36 | Defaulted | 0.21237 | 0.2050 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 15633 | 36 | Completed | 0.15418 | 0.1399 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 15682 | 36 | Defaulted | 0.22767 | 0.2090 | NaN | Not available | False | 500.0 | 519.0 | 0.0 | 1.0000 | 0 | 0 |
| 15700 | 36 | Completed | 0.14540 | 0.1312 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 15719 | 36 | Completed | 0.25261 | 0.2400 | NaN | Not available | True | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 15740 | 36 | Past Due | 0.35356 | 0.3134 | 2.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 15766 | 60 | Chargedoff | 0.28704 | 0.2610 | 5.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 15777 | 36 | Chargedoff | 0.16436 | 0.1500 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 15861 | 36 | Chargedoff | 0.29486 | 0.2561 | 5.0 | Self-employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 15893 | 36 | Defaulted | 0.26292 | 0.2400 | NaN | Not employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 2 | 0 |
| 16114 | 36 | Completed | 0.12700 | 0.1200 | NaN | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 1 |
| 16145 | 60 | Current | 0.35838 | 0.3304 | 2.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 16230 | 36 | Completed | 0.11041 | 0.0965 | NaN | Retired | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 16334 | 36 | Completed | 0.15629 | 0.1420 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 16391 | 36 | Chargedoff | 0.28545 | 0.2700 | NaN | Full-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 16460 | 36 | Chargedoff | 0.18977 | 0.1825 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 2 | 2 |
| 16546 | 36 | Chargedoff | 0.35132 | 0.3149 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 16622 | 36 | Completed | 0.19835 | 0.1800 | NaN | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 16630 | 60 | Current | 0.26528 | 0.2398 | 7.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 16701 | 36 | Chargedoff | 0.30349 | 0.2800 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 1 | 0 |
| 16721 | 36 | Completed | 0.11042 | 0.0930 | NaN | Self-employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 16757 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 16763 | 36 | Defaulted | 0.16386 | 0.1495 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 16771 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 16784 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 16857 | 36 | Completed | 0.16968 | 0.1480 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 16858 | 36 | Completed | 0.24771 | 0.2250 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 16877 | 36 | Completed | 0.18700 | 0.1761 | NaN | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 16960 | 36 | Chargedoff | 0.15337 | 0.1400 | NaN | Part-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 16976 | 36 | Current | 0.35285 | 0.3127 | 3.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 16988 | 36 | Defaulted | 0.37453 | 0.3500 | NaN | Not employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 17109 | 12 | Completed | 0.24148 | 0.1434 | 6.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 17367 | 36 | Completed | 0.13975 | 0.1250 | NaN | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 0 |
| 17507 | 36 | Chargedoff | 0.33097 | 0.2950 | 6.0 | Employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 17548 | 36 | Defaulted | 0.10082 | 0.0800 | NaN | Not employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 1 |
| 17726 | 36 | Defaulted | 0.34577 | 0.3058 | 4.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 17728 | 36 | Completed | 0.37453 | 0.3500 | NaN | Self-employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 1 | 1 |
| 17763 | 36 | Completed | 0.11194 | 0.1050 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 1 | 0 |
| 17785 | 36 | Chargedoff | 0.21983 | 0.1975 | NaN | Part-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 18538 | 36 | Current | 0.21434 | 0.1774 | 8.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 18706 | 36 | Completed | 0.16386 | 0.1495 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 18732 | 36 | Chargedoff | 0.14621 | 0.1320 | NaN | Self-employed | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 18900 | 36 | Completed | 0.12402 | 0.1100 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 2 | 0 |
| 18980 | 36 | Completed | 0.18575 | 0.1712 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 19485 | 60 | Chargedoff | 0.23718 | 0.2124 | 8.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 19498 | 36 | Completed | 0.20508 | 0.1490 | 9.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 19517 | 36 | Chargedoff | 0.22186 | 0.1995 | NaN | Part-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 19523 | 36 | Chargedoff | 0.15629 | 0.1420 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 19551 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 19794 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 19836 | 36 | Defaulted | 0.16717 | 0.1600 | NaN | Self-employed | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 19922 | 36 | Defaulted | 0.23498 | 0.2200 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 20080 | 36 | Chargedoff | 0.23044 | 0.2155 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 20093 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 20122 | 36 | Current | 0.21372 | 0.1768 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 20188 | 12 | Completed | 0.28918 | 0.1900 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 20205 | 36 | Defaulted | 0.35797 | 0.3177 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 20267 | 36 | Chargedoff | 0.22995 | 0.2225 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 20283 | 36 | Chargedoff | 0.17102 | 0.1700 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 2 | 2 |
| 20744 | 36 | Chargedoff | 0.21480 | 0.2000 | NaN | Self-employed | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 21017 | 36 | Completed | 0.17571 | 0.1685 | NaN | NaN | False | NaN | NaN | 0.0 | 1.0000 | 0 | 0 |
| 21173 | 60 | Chargedoff | 0.31375 | 0.2870 | 5.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 21197 | 36 | Completed | 0.14709 | 0.1400 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 21404 | 36 | Completed | 0.13453 | 0.1275 | NaN | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 21440 | 36 | Past Due | 0.15833 | 0.1299 | 6.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 21489 | 36 | Current | 0.20200 | 0.1799 | 8.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 21593 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 21636 | 36 | Completed | 0.16436 | 0.1500 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 21671 | 36 | Defaulted | 0.15713 | 0.1500 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 21711 | 36 | Chargedoff | 0.23498 | 0.2200 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 1 |
| 21817 | 36 | Completed | 0.15428 | 0.1400 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 21855 | 36 | Completed | 0.10082 | 0.0800 | 10.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 1 | 0 |
| 21935 | 36 | Completed | 0.24753 | 0.2400 | NaN | Not available | True | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 22137 | 36 | Completed | 0.29394 | 0.2552 | 5.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 22181 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 22218 | 36 | Completed | 0.24702 | 0.2395 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 1 | 0 |
| 22236 | 36 | Completed | 0.28771 | 0.2800 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 22248 | 36 | Defaulted | 0.27264 | 0.2650 | NaN | Not available | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 22303 | 36 | Completed | 0.14990 | 0.1428 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 1 |
| 22429 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 23016 | 36 | Chargedoff | 0.35285 | 0.3127 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 23036 | 36 | Completed | 0.37453 | 0.3500 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 23071 | 36 | Defaulted | 0.35643 | 0.3199 | 4.0 | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 23124 | 36 | Current | 0.31790 | 0.2786 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 23145 | 36 | Completed | 0.20243 | 0.1951 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 23240 | 36 | Completed | 0.13260 | 0.1185 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 23364 | 36 | Completed | 0.22995 | 0.2225 | NaN | Self-employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 23480 | 36 | Chargedoff | 0.16436 | 0.1500 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 23497 | 36 | Completed | 0.37453 | 0.3500 | NaN | Part-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 1 |
| 23538 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 23605 | 36 | Completed | 0.14709 | 0.1400 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 23758 | 36 | Completed | 0.36280 | 0.3220 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 0 |
| 23814 | 36 | Completed | 0.14167 | 0.1275 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 24060 | 36 | Completed | 0.09011 | 0.0729 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 24138 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 24148 | 36 | Past Due | 0.35797 | 0.3177 | 5.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 24284 | 36 | Defaulted | 0.17722 | 0.1700 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 24287 | 60 | Chargedoff | 0.26528 | 0.2398 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 24312 | 36 | Completed | 0.14887 | 0.1400 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 24331 | 36 | Chargedoff | 0.22995 | 0.2225 | NaN | Self-employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 1 |
| 24552 | 36 | Chargedoff | 0.28974 | 0.2511 | 5.0 | Not employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 24566 | 36 | Completed | 0.22237 | 0.2000 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 24608 | 36 | Completed | 0.14207 | 0.1350 | NaN | Self-employed | False | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 24711 | 36 | Chargedoff | 0.16717 | 0.1600 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 24819 | 36 | Chargedoff | 0.35132 | 0.3149 | 5.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 24845 | 36 | Completed | 0.15462 | 0.1475 | NaN | Not available | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 24896 | 36 | Completed | 0.13705 | 0.1300 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 24916 | 36 | Completed | 0.09223 | 0.0750 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 24955 | 36 | Completed | 0.19642 | 0.1595 | 9.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 25134 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 25208 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 25409 | 36 | Chargedoff | 0.23498 | 0.2200 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 25458 | 36 | Chargedoff | 0.28974 | 0.2511 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 25642 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 25652 | 36 | Completed | 0.20735 | 0.2000 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 26058 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 26269 | 60 | Chargedoff | 0.20358 | 0.1845 | 8.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 26332 | 36 | Defaulted | 0.12700 | 0.1200 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 1 | 0 |
| 26450 | 36 | Current | 0.33553 | 0.2958 | 6.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 26519 | 36 | Chargedoff | 0.16930 | 0.1549 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 26556 | 36 | Chargedoff | 0.28851 | 0.2499 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 26683 | 36 | Completed | 0.29510 | 0.2599 | 5.0 | Employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 26688 | 36 | Chargedoff | 0.19740 | 0.1901 | NaN | Self-employed | True | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 26707 | 60 | Chargedoff | 0.27462 | 0.2489 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 26758 | 36 | Completed | 0.35285 | 0.3127 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 26769 | 36 | Completed | 0.25747 | 0.2499 | NaN | Full-time | True | 840.0 | 859.0 | 0.0 | 1.0000 | 0 | 0 |
| 26810 | 36 | Completed | 0.28308 | 0.2442 | 7.0 | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 26825 | 36 | Completed | 0.27691 | 0.2538 | NaN | Part-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 3 | 3 |
| 26866 | 36 | Completed | 0.15428 | 0.1400 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 26926 | 36 | Chargedoff | 0.11797 | 0.1110 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 27079 | 36 | Completed | 0.13705 | 0.1300 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 27164 | 36 | Completed | 0.11648 | 0.0990 | NaN | Full-time | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 27193 | 36 | Completed | 0.20735 | 0.2000 | NaN | Self-employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 1 | 0 |
| 27383 | 36 | Chargedoff | 0.29510 | 0.2599 | 7.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 27513 | 60 | Chargedoff | 0.26528 | 0.2398 | 7.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 27523 | 36 | Completed | 0.36623 | 0.3500 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 0 |
| 27554 | 36 | Current | 0.35643 | 0.3199 | 4.0 | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 27593 | 36 | Chargedoff | 0.20504 | 0.1829 | 4.0 | Full-time | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 27669 | 36 | Chargedoff | 0.18726 | 0.1800 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 27749 | 36 | Completed | 0.15713 | 0.1500 | NaN | Not available | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 28050 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 28174 | 36 | Completed | 0.17677 | 0.1550 | NaN | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 1 |
| 28301 | 36 | Completed | 0.23748 | 0.2300 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 28379 | 36 | Completed | 0.24502 | 0.2375 | NaN | NaN | False | 500.0 | 519.0 | 0.0 | 1.0000 | 0 | 0 |
| 28406 | 36 | Completed | 0.23250 | 0.2100 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 28442 | 36 | Completed | 0.15428 | 0.1400 | NaN | Part-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 28466 | 36 | Completed | 0.16436 | 0.1500 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 28546 | 36 | Chargedoff | 0.30532 | 0.2699 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 28555 | 36 | Completed | 0.23048 | 0.2080 | NaN | Not employed | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 28567 | 36 | Completed | 0.10682 | 0.0999 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 28609 | 36 | Chargedoff | 0.29665 | 0.2850 | NaN | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 28688 | 36 | Current | 0.32538 | 0.2859 | 2.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 28695 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 28757 | 36 | Chargedoff | 0.14709 | 0.1400 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 28846 | 36 | Chargedoff | 0.35643 | 0.3199 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 0.7451 | 0 | 0 |
| 28939 | 36 | Defaulted | 0.34753 | 0.3234 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 29189 | 60 | Completed | 0.30697 | 0.2804 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 29207 | 36 | Completed | 0.19529 | 0.1880 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 29699 | 36 | Chargedoff | 0.34438 | 0.3203 | NaN | Part-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 29812 | 36 | Defaulted | 0.15713 | 0.1500 | NaN | Self-employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 0 |
| 29847 | 36 | Completed | 0.31871 | 0.2950 | NaN | Part-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 29848 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 29986 | 12 | Completed | 0.28918 | 0.1900 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 30112 | 36 | Completed | 0.16802 | 0.1500 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 30351 | 36 | Completed | 0.14989 | 0.1420 | NaN | Self-employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 30593 | 36 | Completed | 0.24758 | 0.2099 | 7.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 30615 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 30706 | 36 | Completed | 0.12700 | 0.1200 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 30716 | 36 | Completed | 0.16717 | 0.1600 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 30781 | 36 | Completed | 0.24507 | 0.2300 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 30803 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 30883 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 31160 | 36 | Completed | 0.17722 | 0.1700 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 1 | 0 |
| 31181 | 36 | Defaulted | 0.37453 | 0.3500 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 31346 | 36 | Current | 0.33286 | 0.2932 | 2.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 31354 | 36 | Completed | 0.30564 | 0.2900 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 31395 | 60 | Completed | 0.31420 | 0.2899 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 31446 | 36 | Completed | 0.08857 | 0.0800 | NaN | Full-time | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 31473 | 36 | Current | 0.29510 | 0.2599 | 7.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 31507 | 36 | Completed | 0.21045 | 0.1795 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 31534 | 36 | Completed | 0.27569 | 0.2500 | 7.0 | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 31658 | 36 | Completed | 0.16792 | 0.1499 | NaN | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 32234 | 36 | Defaulted | 0.19228 | 0.1850 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 32385 | 36 | Chargedoff | 0.30532 | 0.2699 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 32392 | 36 | Completed | 0.25156 | 0.2288 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 32568 | 36 | Completed | 0.37453 | 0.3500 | 5.0 | Not employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 32700 | 36 | Completed | 0.32576 | 0.2899 | 5.0 | Part-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 0 |
| 32786 | 60 | Completed | 0.14341 | 0.1208 | 8.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 32814 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 0.7988 | 0 | 0 |
| 32869 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 32910 | 60 | Current | 0.28324 | 0.2573 | 6.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 32911 | 36 | Chargedoff | 0.11853 | 0.0975 | NaN | Self-employed | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 33358 | 36 | Chargedoff | 0.34045 | 0.3006 | 3.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 33366 | 36 | Completed | 0.20401 | 0.1893 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 33571 | 60 | Chargedoff | 0.23277 | 0.2081 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 33592 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 33718 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Full-time | True | 820.0 | 839.0 | 0.0 | 1.0000 | 1 | 1 |
| 33878 | 36 | Completed | 0.21237 | 0.2050 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 33974 | 36 | Completed | 0.17359 | 0.1449 | 7.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 34093 | 36 | Defaulted | 0.35643 | 0.3199 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 34241 | 60 | Chargedoff | 0.17849 | 0.1551 | 8.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 34336 | 36 | Completed | 0.18977 | 0.1825 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 34400 | 36 | Completed | 0.12801 | 0.1210 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 34543 | 36 | Past Due | 0.18986 | 0.1609 | 6.0 | Part-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 34583 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 34621 | 36 | Completed | 0.14709 | 0.1400 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 34684 | 36 | Current | 0.35356 | 0.3134 | 6.0 | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 34696 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 34864 | 36 | Completed | 0.15177 | 0.1399 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 34902 | 60 | Current | 0.31375 | 0.2870 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 35075 | 36 | Completed | 0.12650 | 0.1195 | NaN | NaN | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 35152 | 36 | Chargedoff | 0.17209 | 0.1649 | NaN | Self-employed | True | 840.0 | 859.0 | 0.0 | 1.0000 | 0 | 0 |
| 35168 | 60 | Chargedoff | 0.31375 | 0.2870 | 5.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 35175 | 36 | Current | 0.35132 | 0.3149 | 4.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 35238 | 36 | Completed | 0.15629 | 0.1420 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 35316 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 35354 | 36 | Chargedoff | 0.29334 | 0.2700 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 35545 | 36 | Chargedoff | 0.30781 | 0.3000 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 0 |
| 35649 | 36 | Current | 0.28370 | 0.2452 | 5.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 35655 | 36 | Current | 0.11766 | 0.0899 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 35794 | 60 | Current | 0.23718 | 0.2124 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 35890 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 36142 | 36 | Current | 0.25781 | 0.2199 | 6.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 36203 | 36 | Completed | 0.38723 | 0.3500 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 36489 | 36 | Chargedoff | 0.17722 | 0.1700 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 1 | 0 |
| 36492 | 36 | Chargedoff | 0.26526 | 0.2500 | NaN | Full-time | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 36521 | 60 | Current | 0.35838 | 0.3304 | 5.0 | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 36604 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 36667 | 36 | Chargedoff | 0.17445 | 0.1600 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 36768 | 60 | Current | 0.32321 | 0.2962 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 36852 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 36994 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 37210 | 36 | Chargedoff | 0.34408 | 0.3200 | NaN | Self-employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 37222 | 36 | Defaulted | 0.15629 | 0.1420 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 37272 | 12 | Completed | 0.35843 | 0.2669 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 37471 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 37508 | 36 | Current | 0.34793 | 0.3079 | 3.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 37528 | 36 | Completed | 0.17963 | 0.1724 | NaN | Self-employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 37530 | 36 | Completed | 0.14984 | 0.1356 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 3 | 1 |
| 37572 | 36 | Completed | 0.31475 | 0.2911 | NaN | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 37645 | 36 | Defaulted | 0.18977 | 0.1825 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 2 | 2 |
| 37768 | 36 | Completed | 0.14990 | 0.1428 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 37827 | 36 | Completed | 0.16056 | 0.1390 | 9.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 37907 | 36 | Defaulted | 0.20735 | 0.2000 | NaN | Not available | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 38042 | 36 | Completed | 0.22456 | 0.1874 | 2.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 38078 | 60 | Completed | 0.20705 | 0.1830 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 38187 | 36 | Completed | 0.01657 | 0.0100 | NaN | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 38225 | 36 | Completed | 0.10739 | 0.0900 | NaN | Not available | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 38268 | 36 | Completed | 0.27467 | 0.2399 | 5.0 | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 38313 | 36 | Completed | 0.33553 | 0.2958 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 38350 | 36 | Completed | 0.10993 | 0.1030 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 38520 | 36 | Completed | 0.10766 | 0.0990 | NaN | Full-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 38528 | 36 | Completed | 0.08102 | 0.0639 | NaN | Retired | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 38631 | 36 | Completed | 0.19835 | 0.1800 | NaN | Not employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 38984 | 36 | Completed | 0.10039 | 0.0935 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 39029 | 36 | Completed | 0.20735 | 0.2000 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 39102 | 36 | Chargedoff | 0.17611 | 0.1689 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 39233 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 39343 | 36 | Defaulted | 0.27847 | 0.2397 | 8.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 39357 | 36 | Completed | 0.12456 | 0.1070 | NaN | Part-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 0 |
| 39418 | 36 | Completed | 0.14780 | 0.1300 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 39477 | 36 | Completed | 0.14709 | 0.1400 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 39551 | 36 | Completed | 0.32576 | 0.2899 | 1.0 | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 39579 | 36 | Chargedoff | 0.28974 | 0.2511 | 7.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 39588 | 36 | Defaulted | 0.19730 | 0.1900 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 39629 | 36 | Completed | 0.29510 | 0.2599 | 7.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 39688 | 36 | Completed | 0.35643 | 0.3199 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 39723 | 36 | Completed | 0.10070 | 0.0938 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 39724 | 36 | Completed | 0.17464 | 0.1529 | 8.0 | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 39734 | 36 | Chargedoff | 0.13705 | 0.1300 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 39788 | 36 | Chargedoff | 0.35643 | 0.3199 | 3.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 39839 | 36 | Completed | 0.22226 | 0.1999 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 39970 | 36 | Current | 0.35643 | 0.3199 | 2.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 39985 | 36 | Chargedoff | 0.26799 | 0.2450 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 39999 | 36 | Completed | 0.31573 | 0.3000 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 40031 | 36 | Completed | 0.29261 | 0.2771 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 40213 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 40239 | 36 | Completed | 0.10234 | 0.0850 | NaN | Part-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 40309 | 36 | Completed | 0.35356 | 0.3134 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 40370 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 40432 | 36 | Completed | 0.30532 | 0.2699 | 6.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 40439 | 36 | Completed | 0.35643 | 0.3199 | 3.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 0.7731 | 0 | 0 |
| 40518 | 36 | Chargedoff | 0.22984 | 0.2149 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 40726 | 36 | Completed | 0.35643 | 0.3199 | 2.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 40731 | 36 | Completed | 0.37392 | 0.3494 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 1 | 1 |
| 40908 | 36 | Completed | 0.36623 | 0.3500 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 40925 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 40931 | 36 | Completed | 0.11830 | 0.1008 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 40989 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 41102 | 36 | Completed | 0.27825 | 0.2590 | NaN | Full-time | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 41146 | 36 | Completed | 0.11749 | 0.1000 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 41313 | 60 | Completed | 0.31375 | 0.2870 | 5.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 41358 | 36 | Chargedoff | 0.37453 | 0.3500 | 4.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 41360 | 36 | Chargedoff | 0.21359 | 0.1988 | NaN | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 41393 | 36 | Completed | 0.29875 | 0.2595 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 41421 | 36 | Defaulted | 0.17647 | 0.1620 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 41513 | 12 | Completed | 0.26824 | 0.1897 | 5.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 41521 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 41641 | 36 | Chargedoff | 0.15321 | 0.1461 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 41760 | 36 | Current | 0.33051 | 0.2909 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 41914 | 36 | Completed | 0.30532 | 0.2699 | 6.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 42039 | 36 | Completed | 0.12782 | 0.0999 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 42079 | 36 | Chargedoff | 0.34621 | 0.3099 | 2.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 42181 | 36 | Completed | 0.24758 | 0.2099 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 42198 | 36 | Chargedoff | 0.18217 | 0.1640 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 42223 | 36 | Current | 0.35356 | 0.3134 | 5.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 42283 | 36 | Completed | 0.29240 | 0.2537 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 42395 | 36 | Completed | 0.18907 | 0.1818 | NaN | Part-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 0 |
| 42463 | 36 | Current | 0.29510 | 0.2599 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 42470 | 36 | Completed | 0.25496 | 0.2398 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 74800 | 36 | Completed | 0.38058 | 0.3435 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 74953 | 36 | Completed | 0.06858 | 0.0550 | NaN | Self-employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 75001 | 60 | Completed | 0.27246 | 0.2468 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 75143 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 75151 | 36 | Completed | 0.18927 | 0.1820 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 75188 | 36 | Completed | 0.25517 | 0.2400 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 75263 | 60 | Current | 0.14494 | 0.1223 | 8.0 | Employed | False | 740.0 | 759.0 | 0.0 | 0.7322 | 0 | 0 |
| 75382 | 36 | Completed | 0.33393 | 0.3100 | 2.0 | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 75589 | 36 | Current | 0.33286 | 0.2932 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 75593 | 36 | Chargedoff | 0.22226 | 0.1999 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 75603 | 36 | Completed | 0.17170 | 0.1500 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 75732 | 36 | Defaulted | 0.14960 | 0.1425 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 75869 | 12 | Completed | 0.35843 | 0.2669 | 4.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 75927 | 36 | Current | 0.20200 | 0.1799 | 8.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 76064 | 36 | Defaulted | 0.37453 | 0.3500 | NaN | Full-time | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 76076 | 36 | Chargedoff | 0.16898 | 0.1618 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 76175 | 36 | Completed | 0.18013 | 0.1729 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 76282 | 36 | Completed | 0.18726 | 0.1800 | NaN | Part-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 76299 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 76338 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 76399 | 36 | Chargedoff | 0.23949 | 0.2320 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 76491 | 36 | Completed | 0.28851 | 0.2499 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 76589 | 36 | Chargedoff | 0.35244 | 0.3160 | 1.0 | Employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 76671 | 36 | Chargedoff | 0.33553 | 0.2958 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 76733 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 76735 | 60 | Current | 0.14494 | 0.1223 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 1 | 0 |
| 76774 | 36 | Current | 0.25781 | 0.2199 | 2.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 76796 | 36 | Completed | 0.18454 | 0.1700 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 77118 | 36 | Completed | 0.26681 | 0.2287 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 77200 | 36 | Completed | 0.41355 | 0.3500 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 77203 | 36 | Completed | 0.10638 | 0.0925 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 4 | 2 |
| 77333 | 36 | Completed | 0.10843 | 0.1015 | NaN | Self-employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 77365 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 77465 | 36 | Completed | 0.11304 | 0.0956 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 77618 | 36 | Chargedoff | 0.26292 | 0.2400 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 77645 | 36 | Chargedoff | 0.19462 | 0.1800 | NaN | Full-time | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 77660 | 36 | Completed | 0.16717 | 0.1600 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 77669 | 36 | Completed | 0.14814 | 0.1380 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 77747 | 36 | Chargedoff | 0.23250 | 0.2100 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 7 | 3 |
| 77776 | 36 | Completed | 0.01875 | 0.0050 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 77832 | 36 | Completed | 0.11364 | 0.0997 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 77869 | 60 | Current | 0.27462 | 0.2489 | 6.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 0.7189 | 0 | 0 |
| 77894 | 36 | Completed | 0.22226 | 0.1999 | NaN | Part-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 2 | 2 |
| 77931 | 36 | Chargedoff | 0.34577 | 0.3058 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 77979 | 36 | Completed | 0.15629 | 0.1420 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 78040 | 36 | Completed | 0.33553 | 0.2958 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 78184 | 12 | Past Due | 0.18838 | 0.1113 | 9.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 78192 | 36 | Completed | 0.11648 | 0.0990 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 78350 | 36 | Chargedoff | 0.39153 | 0.3500 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 78482 | 36 | Completed | 0.18208 | 0.1700 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 0 |
| 78533 | 36 | Current | 0.27467 | 0.2399 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 78610 | 36 | Current | 0.33286 | 0.2932 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 78642 | 36 | Completed | 0.20735 | 0.2000 | NaN | Not employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 78752 | 36 | Chargedoff | 0.34621 | 0.3099 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 78774 | 36 | Current | 0.21372 | 0.1768 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 78843 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 78862 | 36 | Chargedoff | 0.32050 | 0.2900 | 3.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 1 |
| 78868 | 60 | Current | 0.29680 | 0.2705 | 4.0 | Part-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 1 | 0 |
| 78919 | 36 | Current | 0.33286 | 0.2932 | 3.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 78961 | 36 | Defaulted | 0.16988 | 0.1627 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 1 |
| 79160 | 36 | Chargedoff | 0.28771 | 0.2800 | NaN | Part-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 79175 | 36 | Completed | 0.22491 | 0.2000 | 8.0 | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 79185 | 36 | Completed | 0.17963 | 0.1724 | NaN | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 79196 | 60 | Chargedoff | 0.20358 | 0.1845 | 5.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 79202 | 36 | Completed | 0.10234 | 0.0850 | NaN | Self-employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 79346 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 79357 | 60 | Current | 0.29680 | 0.2705 | 2.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 79559 | 36 | Completed | 0.15375 | 0.1254 | 9.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 79725 | 60 | Current | 0.12992 | 0.1076 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 79899 | 36 | Current | 0.35356 | 0.3134 | 6.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 80024 | 36 | Completed | 0.10790 | 0.0975 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 80037 | 36 | Defaulted | 0.13705 | 0.1300 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 80061 | 36 | Completed | 0.13981 | 0.1300 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 80155 | 36 | Chargedoff | 0.37402 | 0.3495 | NaN | Self-employed | False | 560.0 | 579.0 | 0.0 | 1.0000 | 2 | 2 |
| 80195 | 36 | Completed | 0.31315 | 0.2900 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 80597 | 36 | Chargedoff | 0.19228 | 0.1850 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 80784 | 36 | Chargedoff | 0.35643 | 0.3199 | 2.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 0.8524 | 0 | 0 |
| 80806 | 36 | Completed | 0.17170 | 0.1500 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 80873 | 60 | Current | 0.28848 | 0.2624 | 6.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 80963 | 36 | Completed | 0.35797 | 0.3177 | 2.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 80964 | 36 | Completed | 0.16858 | 0.1400 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 81038 | 36 | Completed | 0.27520 | 0.2365 | 7.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 81093 | 36 | Completed | 0.29588 | 0.2725 | 6.0 | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 81106 | 60 | Chargedoff | 0.35838 | 0.3304 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 81140 | 60 | Completed | 0.27462 | 0.2489 | 6.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 81206 | 12 | Completed | 0.35843 | 0.2669 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 81268 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 81743 | 36 | Completed | 0.08172 | 0.0749 | NaN | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 1 | 1 |
| 81759 | 36 | Completed | 0.36623 | 0.3500 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 0 |
| 81779 | 36 | Past Due | 0.35797 | 0.3177 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 81781 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 81885 | 36 | Completed | 0.10867 | 0.1000 | NaN | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 1 | 1 |
| 81917 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 81927 | 60 | Past Due | 0.35838 | 0.3304 | 1.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 82084 | 36 | Completed | 0.15629 | 0.1420 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 82097 | 36 | Past Due | 0.35356 | 0.3134 | 2.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 82260 | 36 | Completed | 0.31363 | 0.2900 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 1 | 1 |
| 82407 | 36 | Completed | 0.13705 | 0.1300 | NaN | Part-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 82426 | 36 | Chargedoff | 0.18201 | 0.1675 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 82455 | 36 | Completed | 0.22237 | 0.2000 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 82458 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Not employed | True | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 82538 | 36 | Chargedoff | 0.23134 | 0.2000 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 2 | 0 |
| 82676 | 36 | Completed | 0.16056 | 0.1390 | 9.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 82737 | 36 | Current | 0.13697 | 0.1089 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 82763 | 36 | Completed | 0.26310 | 0.2495 | NaN | Self-employed | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 82874 | 36 | Completed | 0.20919 | 0.1870 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 1 |
| 83003 | 12 | Chargedoff | 0.34105 | 0.2499 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 83059 | 36 | Chargedoff | 0.29510 | 0.2599 | 6.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 83152 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 83198 | 36 | Chargedoff | 0.32023 | 0.2965 | NaN | Self-employed | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 83232 | 36 | Current | 0.35356 | 0.3134 | 8.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 83332 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | True | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 83421 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 83445 | 36 | Defaulted | 0.35643 | 0.3199 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 83675 | 36 | Completed | 0.09688 | 0.0900 | NaN | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 3 | 2 |
| 83701 | 36 | Completed | 0.27306 | 0.2500 | NaN | Part-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 0 |
| 83708 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 83770 | 36 | Completed | 0.20395 | 0.1479 | 5.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 83784 | 36 | Current | 0.29510 | 0.2599 | 5.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 83848 | 36 | Chargedoff | 0.31160 | 0.2880 | NaN | Not employed | False | 560.0 | 579.0 | 0.0 | 1.0000 | 2 | 1 |
| 83854 | 36 | Completed | 0.10592 | 0.0990 | NaN | Self-employed | False | 820.0 | 839.0 | 0.0 | 1.0000 | 3 | 2 |
| 83893 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 83925 | 36 | Chargedoff | 0.26292 | 0.2400 | NaN | Full-time | False | 560.0 | 579.0 | 0.0 | 1.0000 | 2 | 2 |
| 83934 | 36 | Completed | 0.13461 | 0.1205 | NaN | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 83952 | 36 | Completed | 0.38723 | 0.3500 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 83967 | 36 | Completed | 0.06827 | 0.0615 | NaN | Retired | True | 840.0 | 859.0 | 0.0 | 1.0000 | 5 | 5 |
| 84083 | 36 | Chargedoff | 0.29510 | 0.2599 | 7.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 84093 | 36 | Completed | 0.21379 | 0.1990 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 84274 | 36 | Chargedoff | 0.35067 | 0.3265 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 84275 | 36 | Chargedoff | 0.33286 | 0.2932 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 84414 | 36 | Chargedoff | 0.10983 | 0.0889 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 3 | 2 |
| 84566 | 36 | Chargedoff | 0.36623 | 0.3500 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 1 | 0 |
| 84687 | 36 | Completed | 0.24992 | 0.2310 | NaN | Self-employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 84825 | 36 | Completed | 0.14608 | 0.1390 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 84835 | 12 | Completed | 0.35840 | 0.2576 | 5.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 84893 | 36 | Completed | 0.10692 | 0.1000 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 84907 | 36 | Current | 0.17359 | 0.1449 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 84991 | 36 | Completed | 0.26681 | 0.2287 | 3.0 | Not employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 85010 | 36 | Chargedoff | 0.25903 | 0.2400 | NaN | Self-employed | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 85024 | 36 | Current | 0.35132 | 0.3149 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 0.8266 | 0 | 0 |
| 85096 | 36 | Completed | 0.08796 | 0.0794 | NaN | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 1 | 1 |
| 85192 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 85221 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | True | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 85223 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 85258 | 36 | Completed | 0.23498 | 0.2200 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 2 | 1 |
| 85405 | 60 | Current | 0.23718 | 0.2124 | 8.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 85514 | 36 | Completed | 0.29510 | 0.2599 | 7.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 85645 | 60 | Current | 0.34408 | 0.3165 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 85676 | 36 | Chargedoff | 0.35356 | 0.3134 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 85689 | 36 | Completed | 0.36623 | 0.3500 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 2 | 0 |
| 85712 | 60 | Past Due | 0.31375 | 0.2870 | 5.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 85729 | 36 | Chargedoff | 0.15211 | 0.1450 | NaN | Part-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 85830 | 12 | Completed | 0.31134 | 0.2320 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 86104 | 36 | Completed | 0.14709 | 0.1400 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 86154 | 36 | Completed | 0.15629 | 0.1420 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 86481 | 36 | Completed | 0.10908 | 0.0850 | 9.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 86563 | 36 | Completed | 0.32005 | 0.2600 | 6.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 86565 | 36 | Chargedoff | 0.31321 | 0.2975 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 86801 | 36 | Chargedoff | 0.29486 | 0.2561 | 7.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 86839 | 36 | Current | 0.35356 | 0.3134 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 87151 | 36 | Defaulted | 0.24753 | 0.2400 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 87232 | 36 | Completed | 0.15428 | 0.1400 | NaN | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 87283 | 36 | Current | 0.25781 | 0.2199 | 6.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 87308 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 87332 | 36 | Completed | 0.11797 | 0.1110 | NaN | Self-employed | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 87346 | 36 | Current | 0.17359 | 0.1449 | 8.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 87490 | 36 | Chargedoff | 0.36428 | 0.3399 | NaN | Full-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 3 | 1 |
| 87541 | 36 | Defaulted | 0.30051 | 0.2900 | NaN | Not available | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 87587 | 36 | Chargedoff | 0.30532 | 0.2699 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 87610 | 36 | Chargedoff | 0.28851 | 0.2499 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 87635 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 87685 | 60 | Current | 0.27554 | 0.2498 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 87908 | 36 | Current | 0.12528 | 0.0974 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 88093 | 36 | Completed | 0.22237 | 0.2000 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 88124 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 88199 | 36 | Chargedoff | 0.18454 | 0.1700 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 88493 | 60 | Past Due | 0.30111 | 0.2747 | 6.0 | Not employed | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 88507 | 36 | Current | 0.35797 | 0.3177 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 88934 | 36 | Completed | 0.27485 | 0.2595 | NaN | Full-time | True | 740.0 | 759.0 | 0.0 | 1.0000 | 1 | 0 |
| 89139 | 36 | Chargedoff | 0.26465 | 0.2494 | NaN | Full-time | True | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 1 |
| 89372 | 36 | Chargedoff | 0.21739 | 0.2100 | NaN | Not available | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 89431 | 12 | Chargedoff | 0.23422 | 0.1563 | 7.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 89576 | 36 | Chargedoff | 0.23989 | 0.2324 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 89645 | 60 | Current | 0.14985 | 0.1271 | 7.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 89794 | 36 | Chargedoff | 0.28284 | 0.2700 | NaN | Self-employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 89797 | 36 | Completed | 0.16056 | 0.1390 | 8.0 | Not employed | False | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 89810 | 36 | Completed | 0.17754 | 0.1414 | 5.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 90093 | 36 | Chargedoff | 0.34815 | 0.3321 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 90118 | 60 | Completed | 0.24763 | 0.2249 | 7.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 0.7765 | 0 | 0 |
| 90149 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 90272 | 12 | Completed | 0.26824 | 0.1897 | 5.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 90499 | 36 | Completed | 0.16149 | 0.1375 | 9.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 90589 | 36 | Completed | 0.27725 | 0.2389 | 7.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 90594 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 0.8055 | 0 | 0 |
| 90964 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 91015 | 36 | Chargedoff | 0.24507 | 0.2300 | NaN | Full-time | False | 560.0 | 579.0 | 0.0 | 1.0000 | 1 | 0 |
| 91085 | 36 | Chargedoff | 0.20462 | 0.1679 | 8.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 91223 | 36 | Current | 0.35356 | 0.3134 | 6.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 91232 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 91335 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 91338 | 36 | Current | 0.28851 | 0.2499 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 91404 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 91407 | 36 | Completed | 0.14204 | 0.1243 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 91797 | 36 | Chargedoff | 0.19730 | 0.1900 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 91925 | 36 | Chargedoff | 0.22186 | 0.2070 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 92117 | 36 | Chargedoff | 0.35285 | 0.3127 | 3.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 92192 | 60 | Current | 0.31375 | 0.2870 | 5.0 | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 92423 | 36 | Completed | 0.24758 | 0.2099 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 92659 | 36 | Chargedoff | 0.16175 | 0.1546 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 92766 | 36 | Completed | 0.35356 | 0.3134 | 8.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 92793 | 60 | Current | 0.31344 | 0.2867 | 7.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 92817 | 36 | Current | 0.32538 | 0.2859 | 2.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 92958 | 36 | Completed | 0.29469 | 0.2595 | 4.0 | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 93011 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 93071 | 36 | Completed | 0.35797 | 0.3177 | 2.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 93079 | 36 | Completed | 0.21230 | 0.2000 | NaN | Not available | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 93098 | 36 | Chargedoff | 0.11651 | 0.0955 | 9.0 | Not employed | False | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 93125 | 36 | Completed | 0.18242 | 0.1679 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 93386 | 36 | Completed | 0.15629 | 0.1420 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 93500 | 36 | Past Due | 0.29510 | 0.2599 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 93728 | 36 | Completed | 0.12911 | 0.1221 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 93754 | 36 | Defaulted | 0.20471 | 0.1900 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 93793 | 36 | Completed | 0.23250 | 0.2100 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 93795 | 36 | Chargedoff | 0.14709 | 0.1400 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 1 | 0 |
| 93841 | 36 | Completed | 0.11334 | 0.0994 | NaN | Part-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 1 |
| 93987 | 36 | Chargedoff | 0.36697 | 0.3423 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 94092 | 36 | Completed | 0.15589 | 0.1550 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 2 | 2 |
| 94158 | 36 | Chargedoff | 0.30532 | 0.2699 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 94286 | 36 | Completed | 0.29486 | 0.2561 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 94303 | 36 | Current | 0.16056 | 0.1390 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 0.8761 | 0 | 1 |
| 94474 | 36 | Chargedoff | 0.17359 | 0.1449 | 7.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 94531 | 36 | Defaulted | 0.24753 | 0.2400 | NaN | Not available | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 94601 | 36 | Chargedoff | 0.18374 | 0.1765 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 94616 | 36 | Completed | 0.39153 | 0.3500 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 94657 | 36 | Defaulted | 0.33593 | 0.3200 | NaN | Full-time | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 94748 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 94779 | 36 | Completed | 0.21422 | 0.2000 | NaN | Full-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 1 | 1 |
| 94850 | 36 | Completed | 0.16147 | 0.1399 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 94881 | 36 | Completed | 0.13265 | 0.1150 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 94929 | 36 | Completed | 0.10042 | 0.0831 | NaN | Part-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 94983 | 36 | Completed | 0.10692 | 0.1000 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 94997 | 36 | Completed | 0.18958 | 0.1750 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 95132 | 36 | Completed | 0.18751 | 0.1656 | 6.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 95185 | 36 | Defaulted | 0.15713 | 0.1500 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 95263 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 95299 | 36 | Completed | 0.35643 | 0.3199 | 2.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 95310 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Full-time | True | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 95398 | 36 | Completed | 0.30532 | 0.2699 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 95480 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 95541 | 60 | Defaulted | 0.27554 | 0.2498 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 95633 | 12 | Completed | 0.35840 | 0.2576 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 95696 | 36 | Completed | 0.29994 | 0.2765 | NaN | Self-employed | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 95704 | 36 | Defaulted | 0.35356 | 0.3134 | 2.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 95734 | 36 | Completed | 0.16988 | 0.1627 | NaN | Full-time | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 95755 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Self-employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 95764 | 36 | Completed | 0.15428 | 0.1400 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 95769 | 36 | Completed | 0.24449 | 0.2100 | 8.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 95850 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 3 | 3 |
| 96004 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 96050 | 36 | Completed | 0.16436 | 0.1500 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 96146 | 36 | Defaulted | 0.13705 | 0.1300 | NaN | Part-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 96211 | 60 | Chargedoff | 0.35838 | 0.3304 | 2.0 | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 96287 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 96448 | 12 | Completed | 0.31368 | 0.2343 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 96506 | 36 | Completed | 0.35356 | 0.3134 | 2.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 96570 | 36 | Completed | 0.32885 | 0.3050 | NaN | Self-employed | True | 580.0 | 599.0 | 0.0 | 1.0000 | 1 | 0 |
| 96574 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 96639 | 36 | Current | 0.13524 | 0.1140 | 7.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 96706 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 96759 | 36 | Completed | 0.15135 | 0.1371 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 1 | 1 |
| 96931 | 60 | Chargedoff | 0.31375 | 0.2870 | 5.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 96966 | 36 | Completed | 0.06033 | 0.0400 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 97266 | 60 | Current | 0.23318 | 0.2085 | 8.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 97333 | 36 | Completed | 0.27306 | 0.2500 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 97342 | 36 | Completed | 0.14471 | 0.1089 | 9.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 1 |
| 97415 | 36 | Completed | 0.08057 | 0.0600 | NaN | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 97503 | 36 | Current | 0.35643 | 0.3199 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 0.7887 | 0 | 0 |
| 97562 | 36 | Completed | 0.16828 | 0.1611 | NaN | Part-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 97589 | 36 | Completed | 0.09577 | 0.0785 | NaN | Full-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 97630 | 36 | Completed | 0.22136 | 0.2065 | NaN | Part-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 97637 | 36 | Chargedoff | 0.14910 | 0.1420 | NaN | Full-time | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 97675 | 36 | Completed | 0.06361 | 0.0495 | NaN | Not employed | False | 820.0 | 839.0 | 0.0 | 1.0000 | 6 | 6 |
| 97846 | 60 | Current | 0.25789 | 0.2326 | 3.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 97924 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 97984 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Retired | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 98060 | 60 | Current | 0.20358 | 0.1845 | 8.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 98064 | 36 | Current | 0.18316 | 0.1469 | 5.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 98211 | 36 | Defaulted | 0.24753 | 0.2400 | NaN | Self-employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 98231 | 36 | Completed | 0.35356 | 0.3134 | 2.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 98260 | 36 | Chargedoff | 0.33393 | 0.3100 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 98376 | 60 | Completed | 0.23277 | 0.2081 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 98479 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 98567 | 36 | Chargedoff | 0.18977 | 0.1825 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 98613 | 36 | Completed | 0.21223 | 0.1900 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 98746 | 36 | Completed | 0.22237 | 0.2000 | NaN | Self-employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 98855 | 36 | Past Due | 0.23990 | 0.2024 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 98860 | 36 | Completed | 0.13142 | 0.1244 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 99283 | 60 | Current | 0.34408 | 0.3165 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 0.9178 | 0 | 0 |
| 99396 | 36 | Completed | 0.25517 | 0.2400 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 99434 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 99546 | 36 | Completed | 0.30856 | 0.2850 | NaN | Self-employed | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 99586 | 36 | Chargedoff | 0.17722 | 0.1700 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 99819 | 36 | Chargedoff | 0.39153 | 0.3500 | 5.0 | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 1 | 0 |
| 99911 | 36 | Past Due | 0.35797 | 0.3177 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 99921 | 36 | Chargedoff | 0.15932 | 0.1450 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 100069 | 36 | Completed | 0.29689 | 0.2735 | NaN | Self-employed | True | 620.0 | 639.0 | 0.0 | 1.0000 | 1 | 0 |
| 100129 | 36 | Completed | 0.08684 | 0.0800 | NaN | Full-time | True | 840.0 | 859.0 | 0.0 | 1.0000 | 0 | 0 |
| 100136 | 36 | Defaulted | 0.16968 | 0.1625 | NaN | NaN | False | NaN | NaN | 0.0 | 1.0000 | 0 | 0 |
| 100181 | 36 | Completed | 0.17722 | 0.1700 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 100248 | 36 | Chargedoff | 0.25903 | 0.2400 | NaN | Not employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 1 | 1 |
| 100301 | 36 | Current | 0.33553 | 0.2958 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 100316 | 36 | Completed | 0.25836 | 0.2355 | 8.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 100461 | 36 | Chargedoff | 0.21609 | 0.2087 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 100535 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 100541 | 36 | Completed | 0.17270 | 0.1655 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 1 | 1 |
| 100563 | 36 | Current | 0.35356 | 0.3134 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 100573 | 36 | Chargedoff | 0.16386 | 0.1495 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 100689 | 36 | Completed | 0.14528 | 0.1275 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 100700 | 36 | Completed | 0.21342 | 0.1799 | 8.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 100711 | 36 | Current | 0.18316 | 0.1469 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 100799 | 36 | Completed | 0.33553 | 0.2958 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 100871 | 60 | Current | 0.32989 | 0.3027 | 5.0 | Not employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 101020 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 101139 | 36 | Completed | 0.28488 | 0.2499 | 5.0 | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 101196 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 1 | 1 |
| 101274 | 36 | Current | 0.35356 | 0.3134 | 9.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 101445 | 36 | Completed | 0.18696 | 0.1797 | NaN | Part-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 101468 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 101590 | 36 | Chargedoff | 0.11194 | 0.1050 | NaN | Self-employed | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 101642 | 36 | Defaulted | 0.06698 | 0.0500 | NaN | Not available | False | 480.0 | 499.0 | 0.0 | 1.0000 | 0 | 0 |
| 101693 | 36 | Completed | 0.14419 | 0.1300 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 101729 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 101767 | 36 | Current | 0.22872 | 0.1949 | 7.0 | Not employed | True | 840.0 | 859.0 | 0.0 | 1.0000 | 0 | 0 |
| 101851 | 60 | Current | 0.15936 | 0.1364 | 9.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 101886 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 101934 | 36 | Chargedoff | 0.29240 | 0.2537 | 3.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 101993 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 102307 | 36 | Chargedoff | 0.24246 | 0.2049 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 102363 | 36 | Chargedoff | 0.18294 | 0.1757 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 102370 | 36 | Completed | 0.39275 | 0.3300 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 102535 | 36 | Chargedoff | 0.14709 | 0.1400 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 102562 | 60 | Completed | 0.27462 | 0.2489 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 102644 | 36 | Completed | 0.14679 | 0.1290 | NaN | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 102711 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 102756 | 36 | Current | 0.23121 | 0.1939 | 4.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 102855 | 36 | Current | 0.18316 | 0.1469 | 7.0 | Employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 102962 | 36 | Completed | 0.17511 | 0.1679 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 0 |
| 102968 | 36 | Completed | 0.30126 | 0.2778 | NaN | Self-employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 102975 | 60 | Current | 0.15936 | 0.1364 | 8.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 102994 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Self-employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 103281 | 60 | Current | 0.27554 | 0.2498 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 103335 | 36 | Chargedoff | 0.26018 | 0.2373 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 103494 | 36 | Completed | 0.16947 | 0.1478 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 103644 | 36 | Past Due | 0.29486 | 0.2561 | 7.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 103667 | 36 | Defaulted | 0.16717 | 0.1600 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 103720 | 36 | Chargedoff | 0.17445 | 0.1600 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 103755 | 60 | Completed | 0.27246 | 0.2468 | 7.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 103814 | 36 | Chargedoff | 0.21318 | 0.1900 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 103827 | 36 | Chargedoff | 0.25259 | 0.2148 | 6.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 104151 | 36 | Current | 0.33286 | 0.2932 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 104211 | 36 | Chargedoff | 0.16436 | 0.1500 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 0 |
| 104296 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 104383 | 36 | Chargedoff | 0.28974 | 0.2511 | 5.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 104466 | 36 | Defaulted | 0.22429 | 0.2094 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 104574 | 36 | Completed | 0.27467 | 0.2399 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 104729 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 104740 | 36 | Completed | 0.08718 | 0.0700 | NaN | Full-time | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 104792 | 36 | Completed | 0.17219 | 0.1650 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 1 |
| 104817 | 36 | Completed | 0.13119 | 0.1100 | 9.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 104831 | 36 | Completed | 0.10742 | 0.1005 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 104849 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 104969 | 36 | Chargedoff | 0.29510 | 0.2599 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 105166 | 60 | Completed | 0.23718 | 0.2124 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 105171 | 36 | Completed | 0.23595 | 0.2134 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 105180 | 36 | Completed | 0.33000 | 0.2900 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 105202 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 105333 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Self-employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 105400 | 36 | Completed | 0.10692 | 0.1000 | NaN | Self-employed | True | 840.0 | 859.0 | 0.0 | 1.0000 | 1 | 2 |
| 105455 | 60 | Defaulted | 0.32989 | 0.3027 | 7.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 105501 | 36 | Completed | 0.21558 | 0.1933 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 105519 | 36 | Defaulted | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 105581 | 36 | Completed | 0.11545 | 0.1015 | NaN | Part-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 105696 | 36 | Completed | 0.11696 | 0.1100 | NaN | Part-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 105706 | 36 | Completed | 0.34731 | 0.3073 | 3.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 105790 | 36 | Completed | 0.08718 | 0.0700 | NaN | Self-employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 1 | 0 |
| 105802 | 60 | Current | 0.27462 | 0.2489 | 7.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 105810 | 36 | Past Due | 0.35356 | 0.3134 | 4.0 | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 105892 | 36 | Current | 0.33286 | 0.2932 | 2.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 105932 | 60 | Chargedoff | 0.20358 | 0.1845 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 105980 | 36 | Current | 0.35797 | 0.3177 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 106084 | 36 | Completed | 0.19108 | 0.1621 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 106121 | 36 | Completed | 0.18487 | 0.1630 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 2 | 2 |
| 106134 | 36 | Chargedoff | 0.18625 | 0.1790 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 106142 | 36 | Completed | 0.31475 | 0.2911 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 106173 | 36 | Chargedoff | 0.18173 | 0.1599 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 106230 | 36 | Defaulted | 0.19730 | 0.1900 | NaN | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 106246 | 36 | Completed | 0.37453 | 0.3500 | NaN | Self-employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 1 |
| 106340 | 36 | Chargedoff | 0.25707 | 0.2495 | NaN | Self-employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 106555 | 36 | Defaulted | 0.18726 | 0.1800 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 106692 | 36 | Chargedoff | 0.35643 | 0.3199 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 106778 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 106827 | 36 | Completed | 0.30532 | 0.2699 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 0.9365 | 0 | 0 |
| 106854 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 106887 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 106965 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 107143 | 36 | Chargedoff | 0.24649 | 0.2238 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 107190 | 36 | Completed | 0.17322 | 0.1515 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 107382 | 36 | Completed | 0.35858 | 0.3220 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 107390 | 36 | Chargedoff | 0.14950 | 0.1424 | NaN | Self-employed | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 107491 | 36 | Current | 0.35643 | 0.3199 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 107496 | 36 | Completed | 0.13705 | 0.1300 | NaN | Part-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 107498 | 36 | Completed | 0.29510 | 0.2599 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 107633 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 107638 | 36 | Current | 0.24246 | 0.2049 | 7.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 107660 | 60 | Current | 0.27246 | 0.2468 | 7.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 107797 | 36 | Completed | 0.17069 | 0.1490 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 107858 | 36 | Completed | 0.35356 | 0.3134 | 2.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 108033 | 36 | Completed | 0.30781 | 0.3000 | NaN | Not employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 108038 | 36 | Defaulted | 0.24753 | 0.2400 | NaN | Not available | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 108190 | 36 | Completed | 0.25278 | 0.2300 | NaN | Part-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 108281 | 36 | Current | 0.35643 | 0.3199 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 108360 | 12 | Completed | 0.28918 | 0.1900 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 108450 | 60 | Chargedoff | 0.25861 | 0.2333 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 108581 | 36 | Past Due | 0.24758 | 0.2099 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 108588 | 36 | Completed | 0.14458 | 0.1375 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 108604 | 36 | Current | 0.19645 | 0.1599 | 4.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 108733 | 36 | Chargedoff | 0.28851 | 0.2499 | 5.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 108830 | 60 | Current | 0.27462 | 0.2489 | 6.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 109009 | 36 | Completed | 0.19568 | 0.1800 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 109058 | 36 | Completed | 0.12769 | 0.1101 | NaN | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 109297 | 36 | Completed | 0.31363 | 0.2900 | NaN | Self-employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 2 | 2 |
| 109307 | 36 | Completed | 0.26681 | 0.2287 | 3.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 109313 | 36 | Completed | 0.10656 | 0.0950 | NaN | Not available | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 109321 | 36 | Defaulted | 0.34603 | 0.3300 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 0 |
| 109346 | 36 | Past Due | 0.35797 | 0.3177 | 4.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 109359 | 36 | Chargedoff | 0.29510 | 0.2599 | 7.0 | Self-employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 109569 | 36 | Completed | 0.10345 | 0.1000 | 10.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 109594 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 109705 | 60 | Completed | 0.27554 | 0.2498 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 109808 | 36 | Chargedoff | 0.25259 | 0.2148 | 7.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 109936 | 36 | Completed | 0.08182 | 0.0750 | NaN | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 109981 | 36 | Completed | 0.13951 | 0.1329 | NaN | Self-employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 110011 | 36 | Completed | 0.17170 | 0.1500 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 110015 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 110107 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 110250 | 36 | Defaulted | 0.27306 | 0.2500 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 1 | 0 |
| 110254 | 36 | Completed | 0.18958 | 0.1750 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 110337 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 110418 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 110488 | 36 | Completed | 0.24753 | 0.2400 | NaN | Not available | True | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 110628 | 36 | Completed | 0.17722 | 0.1700 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 1 | 0 |
| 110648 | 36 | Chargedoff | 0.31308 | 0.2775 | 6.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 110712 | 36 | Completed | 0.24753 | 0.2400 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 1 |
| 110742 | 36 | Completed | 0.29334 | 0.2700 | NaN | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 110754 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 110772 | 60 | Current | 0.27246 | 0.2468 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 110816 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 110920 | 36 | Completed | 0.22388 | 0.2090 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 111039 | 36 | Completed | 0.34976 | 0.3256 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 111047 | 36 | Completed | 0.29254 | 0.2574 | 5.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 111064 | 36 | Defaulted | 0.35356 | 0.3134 | 9.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 111116 | 60 | Current | 0.15752 | 0.1346 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 0.7706 | 0 | 0 |
| 111259 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 111272 | 36 | Completed | 0.20463 | 0.1825 | 9.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 111280 | 36 | Completed | 0.11749 | 0.1000 | NaN | Not available | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 111310 | 36 | Completed | 0.35285 | 0.3127 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 111347 | 60 | Chargedoff | 0.31375 | 0.2870 | 5.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 111503 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 111578 | 36 | Chargedoff | 0.40243 | 0.3500 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 111670 | 36 | Current | 0.33286 | 0.2932 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 111707 | 36 | Completed | 0.35090 | 0.3108 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 111934 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 111974 | 36 | Completed | 0.28706 | 0.2638 | 8.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 112052 | 36 | Chargedoff | 0.28974 | 0.2511 | 5.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 112240 | 36 | Completed | 0.15713 | 0.1500 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 112252 | 36 | Completed | 0.27306 | 0.2500 | NaN | Full-time | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 112330 | 36 | Current | 0.22742 | 0.1902 | 3.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 112371 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 112374 | 36 | Chargedoff | 0.16988 | 0.1627 | NaN | Self-employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 112383 | 36 | Defaulted | 0.15522 | 0.1481 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 112398 | 36 | Completed | 0.08718 | 0.0700 | NaN | Retired | True | 860.0 | 879.0 | 0.0 | 1.0000 | 0 | 0 |
| 112491 | 36 | Completed | 0.22237 | 0.2000 | NaN | Self-employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 112670 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 112685 | 12 | Completed | 0.31134 | 0.2320 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 112784 | 60 | Past Due | 0.22693 | 0.2024 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 112821 | 36 | Past Due | 0.20564 | 0.1764 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 112917 | 36 | Past Due | 0.35797 | 0.3177 | 3.0 | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 112971 | 60 | Chargedoff | 0.24763 | 0.2249 | 7.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 0.8684 | 0 | 0 |
| 113197 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 113409 | 36 | Completed | 0.05672 | 0.0500 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 113417 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 113485 | 36 | Completed | 0.18756 | 0.1730 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 113608 | 60 | Chargedoff | 0.24252 | 0.2199 | 6.0 | Employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 113622 | 36 | Chargedoff | 0.34577 | 0.3058 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 113682 | 60 | Chargedoff | 0.32680 | 0.2997 | 5.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 113686 | 36 | Completed | 0.21588 | 0.2085 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 1 |
| 113761 | 60 | Current | 0.16151 | 0.1385 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 113766 | 36 | Current | 0.12427 | 0.0964 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 113767 | 36 | Chargedoff | 0.36945 | 0.3450 | NaN | Self-employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 1 | 1 |
| 113803 | 36 | Defaulted | 0.11293 | 0.0990 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
1393 rows × 13 columns
| Term | LoanStatus | BorrowerAPR | BorrowerRate | ProsperScore | EmploymentStatus | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 78 | 36 | Chargedoff | 0.18454 | 0.1700 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 100 | 36 | Chargedoff | 0.35356 | 0.3134 | 3.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 108 | 36 | Completed | 0.28320 | 0.2600 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 125 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 170 | 36 | Completed | 0.28851 | 0.2499 | 5.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 186 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 332 | 36 | Cancelled | 0.25650 | 0.2375 | NaN | NaN | True | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 335 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 688 | 36 | Completed | 0.30532 | 0.2699 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 1 |
| 772 | 36 | Completed | 0.10491 | 0.0980 | NaN | Full-time | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 917 | 36 | Completed | 0.15713 | 0.1500 | NaN | Not available | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 948 | 36 | Completed | 0.14770 | 0.1299 | NaN | Not available | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 954 | 36 | Completed | 0.27767 | 0.2700 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 973 | 12 | Completed | 0.30461 | 0.2254 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 988 | 36 | Completed | 0.38443 | 0.3220 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 1014 | 36 | Current | 0.24758 | 0.2099 | 6.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 1157 | 36 | Completed | 0.12500 | 0.1180 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 1 |
| 1314 | 36 | Current | 0.31032 | 0.2712 | 2.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 1346 | 36 | Completed | 0.37036 | 0.3500 | NaN | Self-employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 1478 | 36 | Chargedoff | 0.19730 | 0.1900 | NaN | Self-employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 1521 | 36 | Chargedoff | 0.14132 | 0.1200 | NaN | Not employed | True | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 1529 | 60 | Past Due | 0.27462 | 0.2489 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 1557 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 1773 | 60 | Current | 0.24702 | 0.2220 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 1790 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | True | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 1822 | 36 | Completed | 0.16991 | 0.1555 | NaN | Full-time | True | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 1829 | 36 | Current | 0.35132 | 0.3149 | 4.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 1844 | 36 | Completed | 0.09436 | 0.0800 | NaN | NaN | False | NaN | NaN | 0.0 | 1.0000 | 0 | 0 |
| 1926 | 36 | Chargedoff | 0.30218 | 0.2900 | NaN | Full-time | True | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 2064 | 36 | Completed | 0.15428 | 0.1400 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 2331 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 2439 | 36 | Defaulted | 0.34815 | 0.3321 | NaN | Full-time | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 2547 | 36 | Completed | 0.20412 | 0.1820 | NaN | Full-time | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 2583 | 36 | Completed | 0.29776 | 0.2900 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 0 |
| 2696 | 36 | Chargedoff | 0.15629 | 0.1420 | NaN | Full-time | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 2871 | 36 | Chargedoff | 0.16115 | 0.1540 | NaN | Self-employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 2909 | 36 | Current | 0.27060 | 0.2324 | 5.0 | Not employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 2967 | 36 | Chargedoff | 0.30469 | 0.2969 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 2985 | 36 | Completed | 0.23246 | 0.2250 | NaN | Not available | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 3055 | 36 | Chargedoff | 0.17722 | 0.1700 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 2 | 0 |
| 3151 | 36 | Completed | 0.10638 | 0.0890 | NaN | Full-time | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 3152 | 36 | Current | 0.29486 | 0.2561 | 6.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 3362 | 36 | Defaulted | 0.15629 | 0.1420 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 3441 | 36 | Defaulted | 0.10993 | 0.1030 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 3 | 2 |
| 3452 | 36 | Chargedoff | 0.07147 | 0.0510 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 3514 | 36 | Completed | 0.33593 | 0.3200 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 3574 | 36 | Current | 0.27060 | 0.2324 | 2.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 1 |
| 3645 | 36 | Chargedoff | 0.35643 | 0.3199 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 3745 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 3780 | 36 | Current | 0.29510 | 0.2599 | 5.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 3852 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 3959 | 36 | Completed | 0.15629 | 0.1420 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 3967 | 36 | Completed | 0.35356 | 0.3134 | 2.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 3979 | 36 | Completed | 0.36884 | 0.3444 | 8.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 4062 | 36 | Completed | 0.35930 | 0.3350 | 5.0 | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 4117 | 36 | Completed | 0.25707 | 0.2495 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 4195 | 36 | Completed | 0.24246 | 0.2049 | 7.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 4260 | 60 | Current | 0.28930 | 0.2632 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 4519 | 36 | Completed | 0.32378 | 0.3000 | NaN | Full-time | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 4637 | 36 | Chargedoff | 0.24246 | 0.2049 | 7.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 4818 | 60 | Completed | 0.35838 | 0.3304 | 2.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 4836 | 36 | Completed | 0.15428 | 0.1400 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 0 |
| 4885 | 36 | Completed | 0.17072 | 0.1700 | NaN | Full-time | True | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 1 |
| 4892 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 5030 | 36 | Completed | 0.16497 | 0.1500 | NaN | NaN | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 5054 | 36 | Defaulted | 0.24753 | 0.2400 | NaN | Not available | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 5092 | 36 | Defaulted | 0.19700 | 0.1897 | NaN | Retired | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 5146 | 36 | Completed | 0.26681 | 0.2287 | 2.0 | Employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 5169 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 5212 | 36 | Current | 0.18173 | 0.1599 | 8.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 5479 | 36 | Chargedoff | 0.35132 | 0.3149 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 5535 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 5769 | 36 | Completed | 0.09869 | 0.0918 | NaN | Self-employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 1 | 1 |
| 5898 | 36 | Chargedoff | 0.16717 | 0.1600 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 0 |
| 5931 | 36 | Current | 0.35132 | 0.3149 | 4.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 6095 | 60 | Current | 0.17849 | 0.1551 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 6150 | 60 | Past Due | 0.27462 | 0.2489 | 6.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 6262 | 36 | Chargedoff | 0.23851 | 0.2235 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 0 |
| 6482 | 60 | Past Due | 0.32989 | 0.3027 | 7.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 6658 | 36 | Chargedoff | 0.18756 | 0.1730 | NaN | Part-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 7024 | 36 | Completed | 0.11446 | 0.0970 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 7060 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 7190 | 36 | Chargedoff | 0.14699 | 0.1399 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 7234 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 7278 | 36 | Completed | 0.12106 | 0.1000 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 7307 | 36 | Completed | 0.36438 | 0.3400 | NaN | Self-employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 7311 | 36 | Chargedoff | 0.35643 | 0.3199 | 2.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 7388 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 7481 | 36 | Completed | 0.36623 | 0.3500 | NaN | Part-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 7593 | 36 | Chargedoff | 0.35372 | 0.3295 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 7657 | 36 | Chargedoff | 0.33553 | 0.2958 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 7702 | 36 | Completed | 0.12188 | 0.1149 | NaN | Full-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 7788 | 36 | Completed | 0.35132 | 0.3149 | 4.0 | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 7847 | 60 | Chargedoff | 0.27462 | 0.2489 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 7978 | 36 | Completed | 0.26403 | 0.2411 | NaN | Part-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 8028 | 36 | Current | 0.30532 | 0.2699 | 7.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 8067 | 36 | Chargedoff | 0.38723 | 0.3500 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 8118 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 8165 | 36 | Completed | 0.17199 | 0.1648 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 8255 | 36 | Completed | 0.22226 | 0.1999 | NaN | Full-time | True | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 8420 | 36 | Chargedoff | 0.30532 | 0.2699 | 5.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 8441 | 36 | Completed | 0.09889 | 0.0920 | NaN | Full-time | True | 840.0 | 859.0 | 0.0 | 1.0000 | 0 | 0 |
| 8645 | 36 | Chargedoff | 0.09069 | 0.0700 | NaN | Self-employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 1 |
| 8729 | 36 | Completed | 0.13663 | 0.1225 | NaN | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 8764 | 36 | Defaulted | 0.17575 | 0.1540 | NaN | Self-employed | True | 620.0 | 639.0 | 0.0 | 1.0000 | 1 | 0 |
| 8886 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 9171 | 36 | Completed | 0.36438 | 0.3400 | NaN | Full-time | True | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 9411 | 60 | Completed | 0.14766 | 0.1296 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 9454 | 36 | Completed | 0.12877 | 0.1200 | NaN | Not available | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 9509 | 36 | Completed | 0.33393 | 0.3100 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 9524 | 60 | Completed | 0.20358 | 0.1845 | 6.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 9621 | 36 | Completed | 0.16436 | 0.1500 | NaN | Self-employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 9629 | 36 | Current | 0.35643 | 0.3199 | 4.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 9675 | 36 | Completed | 0.22237 | 0.2000 | NaN | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 9714 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 9812 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 9832 | 36 | Completed | 0.22868 | 0.2100 | NaN | NaN | True | 500.0 | 519.0 | 0.0 | 1.0000 | 0 | 0 |
| 9848 | 36 | Completed | 0.18183 | 0.1600 | NaN | Self-employed | True | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 10002 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 10062 | 36 | Current | 0.35643 | 0.3199 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 10114 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 10160 | 36 | Completed | 0.17297 | 0.1549 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 10280 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 10377 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 10431 | 36 | Completed | 0.09568 | 0.0888 | NaN | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 10495 | 36 | Current | 0.21945 | 0.1824 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 0.9958 | 0 | 0 |
| 10565 | 36 | Completed | 0.17072 | 0.1700 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 4 | 3 |
| 10697 | 36 | Completed | 0.11334 | 0.0994 | NaN | Part-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 1 |
| 10711 | 36 | Completed | 0.31573 | 0.3000 | NaN | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 10759 | 36 | Completed | 0.20920 | 0.2000 | NaN | NaN | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 10807 | 60 | Current | 0.17849 | 0.1551 | 9.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 10959 | 36 | Completed | 0.25278 | 0.2300 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 11002 | 36 | Completed | 0.16436 | 0.1500 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 11023 | 36 | Completed | 0.24246 | 0.2049 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 11097 | 36 | Completed | 0.20835 | 0.2010 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 2 | 2 |
| 11188 | 36 | Completed | 0.19703 | 0.1750 | NaN | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 11277 | 36 | Completed | 0.24502 | 0.2375 | NaN | NaN | False | NaN | NaN | 0.0 | 1.0000 | 0 | 0 |
| 11473 | 36 | Completed | 0.35858 | 0.3220 | 5.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 11528 | 36 | Completed | 0.16717 | 0.1600 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 11599 | 36 | Completed | 0.17705 | 0.1650 | NaN | Not available | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 11827 | 60 | Completed | 0.26528 | 0.2398 | 6.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 0.7395 | 0 | 0 |
| 11856 | 36 | Completed | 0.29510 | 0.2599 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 11857 | 36 | Chargedoff | 0.21636 | 0.1790 | 9.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 11911 | 36 | Completed | 0.10943 | 0.1025 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 11968 | 36 | Chargedoff | 0.35643 | 0.3199 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 11987 | 36 | Completed | 0.25556 | 0.2480 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 11991 | 60 | Current | 0.23656 | 0.2118 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 12008 | 60 | Completed | 0.19907 | 0.1752 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 12084 | 36 | Completed | 0.29309 | 0.2340 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 12130 | 36 | Defaulted | 0.36623 | 0.3500 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 12262 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 12306 | 36 | Completed | 0.15462 | 0.1475 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 12342 | 36 | Completed | 0.30532 | 0.2699 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 12474 | 36 | Completed | 0.22489 | 0.2100 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 1 | 0 |
| 12485 | 36 | Chargedoff | 0.28339 | 0.2449 | 7.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 12511 | 36 | Completed | 0.15629 | 0.1420 | NaN | Full-time | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 12523 | 36 | Chargedoff | 0.27467 | 0.2399 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 12539 | 12 | Completed | 0.35843 | 0.2669 | 3.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 12628 | 36 | Current | 0.34793 | 0.3079 | 3.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 12858 | 60 | Chargedoff | 0.26528 | 0.2398 | 7.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 12922 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 13097 | 36 | Completed | 0.13411 | 0.1200 | NaN | Self-employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 13119 | 36 | Defaulted | 0.36306 | 0.3387 | NaN | Full-time | True | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 13125 | 60 | Chargedoff | 0.32989 | 0.3027 | 7.0 | Not employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 13229 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 13301 | 36 | Completed | 0.23757 | 0.2150 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 13392 | 36 | Current | 0.35643 | 0.3199 | 2.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 0.7784 | 0 | 0 |
| 13429 | 36 | Completed | 0.12511 | 0.1040 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 13620 | 36 | Chargedoff | 0.28349 | 0.2758 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 13867 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 13946 | 36 | Chargedoff | 0.35797 | 0.3177 | 2.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 13964 | 36 | Completed | 0.10080 | 0.0939 | NaN | Full-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 1 | 0 |
| 14019 | 36 | Past Due | 0.35356 | 0.3134 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 14033 | 36 | Chargedoff | 0.21025 | 0.1734 | 4.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 14041 | 60 | Current | 0.27462 | 0.2489 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 14054 | 36 | Completed | 0.37199 | 0.3475 | NaN | Not employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 14250 | 36 | Completed | 0.17415 | 0.1597 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 14262 | 36 | Chargedoff | 0.12700 | 0.1200 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 14604 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 14648 | 36 | Defaulted | 0.12951 | 0.1225 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 14671 | 36 | Chargedoff | 0.28974 | 0.2511 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 14681 | 36 | Completed | 0.20219 | 0.1875 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 2 | 2 |
| 14710 | 60 | Current | 0.31375 | 0.2870 | 5.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 14716 | 36 | Completed | 0.05672 | 0.0500 | NaN | Full-time | False | 780.0 | 799.0 | 0.0 | 1.0000 | 39 | 33 |
| 14801 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 14924 | 60 | Chargedoff | 0.27462 | 0.2489 | 6.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 14943 | 36 | Completed | 0.17596 | 0.1542 | NaN | Self-employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 15033 | 36 | Completed | 0.21223 | 0.1900 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 1 |
| 15322 | 36 | Completed | 0.17722 | 0.1700 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 15456 | 36 | Completed | 0.22237 | 0.2000 | NaN | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 15626 | 36 | Defaulted | 0.21237 | 0.2050 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 15633 | 36 | Completed | 0.15418 | 0.1399 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 15682 | 36 | Defaulted | 0.22767 | 0.2090 | NaN | Not available | False | 500.0 | 519.0 | 0.0 | 1.0000 | 0 | 0 |
| 15700 | 36 | Completed | 0.14540 | 0.1312 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 15719 | 36 | Completed | 0.25261 | 0.2400 | NaN | Not available | True | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 15740 | 36 | Past Due | 0.35356 | 0.3134 | 2.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 15766 | 60 | Chargedoff | 0.28704 | 0.2610 | 5.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 15777 | 36 | Chargedoff | 0.16436 | 0.1500 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 15861 | 36 | Chargedoff | 0.29486 | 0.2561 | 5.0 | Self-employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 15893 | 36 | Defaulted | 0.26292 | 0.2400 | NaN | Not employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 2 | 0 |
| 16114 | 36 | Completed | 0.12700 | 0.1200 | NaN | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 1 |
| 16145 | 60 | Current | 0.35838 | 0.3304 | 2.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 16230 | 36 | Completed | 0.11041 | 0.0965 | NaN | Retired | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 16334 | 36 | Completed | 0.15629 | 0.1420 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 16391 | 36 | Chargedoff | 0.28545 | 0.2700 | NaN | Full-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 16460 | 36 | Chargedoff | 0.18977 | 0.1825 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 2 | 2 |
| 16546 | 36 | Chargedoff | 0.35132 | 0.3149 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 16622 | 36 | Completed | 0.19835 | 0.1800 | NaN | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 16630 | 60 | Current | 0.26528 | 0.2398 | 7.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 16701 | 36 | Chargedoff | 0.30349 | 0.2800 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 1 | 0 |
| 16721 | 36 | Completed | 0.11042 | 0.0930 | NaN | Self-employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 16757 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 16763 | 36 | Defaulted | 0.16386 | 0.1495 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 16771 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 16784 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 16857 | 36 | Completed | 0.16968 | 0.1480 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 16858 | 36 | Completed | 0.24771 | 0.2250 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 16877 | 36 | Completed | 0.18700 | 0.1761 | NaN | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 16960 | 36 | Chargedoff | 0.15337 | 0.1400 | NaN | Part-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 16976 | 36 | Current | 0.35285 | 0.3127 | 3.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 16988 | 36 | Defaulted | 0.37453 | 0.3500 | NaN | Not employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 17109 | 12 | Completed | 0.24148 | 0.1434 | 6.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 17367 | 36 | Completed | 0.13975 | 0.1250 | NaN | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 0 |
| 17507 | 36 | Chargedoff | 0.33097 | 0.2950 | 6.0 | Employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 17548 | 36 | Defaulted | 0.10082 | 0.0800 | NaN | Not employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 1 |
| 17726 | 36 | Defaulted | 0.34577 | 0.3058 | 4.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 17728 | 36 | Completed | 0.37453 | 0.3500 | NaN | Self-employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 1 | 1 |
| 17763 | 36 | Completed | 0.11194 | 0.1050 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 1 | 0 |
| 17785 | 36 | Chargedoff | 0.21983 | 0.1975 | NaN | Part-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 18538 | 36 | Current | 0.21434 | 0.1774 | 8.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 18706 | 36 | Completed | 0.16386 | 0.1495 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 18732 | 36 | Chargedoff | 0.14621 | 0.1320 | NaN | Self-employed | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 18900 | 36 | Completed | 0.12402 | 0.1100 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 2 | 0 |
| 18980 | 36 | Completed | 0.18575 | 0.1712 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 19485 | 60 | Chargedoff | 0.23718 | 0.2124 | 8.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 19498 | 36 | Completed | 0.20508 | 0.1490 | 9.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 19517 | 36 | Chargedoff | 0.22186 | 0.1995 | NaN | Part-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 19523 | 36 | Chargedoff | 0.15629 | 0.1420 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 19551 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 19794 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 19836 | 36 | Defaulted | 0.16717 | 0.1600 | NaN | Self-employed | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 19922 | 36 | Defaulted | 0.23498 | 0.2200 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 20080 | 36 | Chargedoff | 0.23044 | 0.2155 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 20093 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 20122 | 36 | Current | 0.21372 | 0.1768 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 20188 | 12 | Completed | 0.28918 | 0.1900 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 20205 | 36 | Defaulted | 0.35797 | 0.3177 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 20267 | 36 | Chargedoff | 0.22995 | 0.2225 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 20283 | 36 | Chargedoff | 0.17102 | 0.1700 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 2 | 2 |
| 20744 | 36 | Chargedoff | 0.21480 | 0.2000 | NaN | Self-employed | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 21017 | 36 | Completed | 0.17571 | 0.1685 | NaN | NaN | False | NaN | NaN | 0.0 | 1.0000 | 0 | 0 |
| 21173 | 60 | Chargedoff | 0.31375 | 0.2870 | 5.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 21197 | 36 | Completed | 0.14709 | 0.1400 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 21404 | 36 | Completed | 0.13453 | 0.1275 | NaN | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 21440 | 36 | Past Due | 0.15833 | 0.1299 | 6.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 21489 | 36 | Current | 0.20200 | 0.1799 | 8.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 21593 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 21636 | 36 | Completed | 0.16436 | 0.1500 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 21671 | 36 | Defaulted | 0.15713 | 0.1500 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 21711 | 36 | Chargedoff | 0.23498 | 0.2200 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 1 |
| 21817 | 36 | Completed | 0.15428 | 0.1400 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 21855 | 36 | Completed | 0.10082 | 0.0800 | 10.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 1 | 0 |
| 21935 | 36 | Completed | 0.24753 | 0.2400 | NaN | Not available | True | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 22137 | 36 | Completed | 0.29394 | 0.2552 | 5.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 22181 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 22218 | 36 | Completed | 0.24702 | 0.2395 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 1 | 0 |
| 22236 | 36 | Completed | 0.28771 | 0.2800 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 22248 | 36 | Defaulted | 0.27264 | 0.2650 | NaN | Not available | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 22303 | 36 | Completed | 0.14990 | 0.1428 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 1 |
| 22429 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 23016 | 36 | Chargedoff | 0.35285 | 0.3127 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 23036 | 36 | Completed | 0.37453 | 0.3500 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 23071 | 36 | Defaulted | 0.35643 | 0.3199 | 4.0 | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 23124 | 36 | Current | 0.31790 | 0.2786 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 23145 | 36 | Completed | 0.20243 | 0.1951 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 23240 | 36 | Completed | 0.13260 | 0.1185 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 23364 | 36 | Completed | 0.22995 | 0.2225 | NaN | Self-employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 23480 | 36 | Chargedoff | 0.16436 | 0.1500 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 23497 | 36 | Completed | 0.37453 | 0.3500 | NaN | Part-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 1 |
| 23538 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 23605 | 36 | Completed | 0.14709 | 0.1400 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 23758 | 36 | Completed | 0.36280 | 0.3220 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 0 |
| 23814 | 36 | Completed | 0.14167 | 0.1275 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 24060 | 36 | Completed | 0.09011 | 0.0729 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 24138 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 24148 | 36 | Past Due | 0.35797 | 0.3177 | 5.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 24284 | 36 | Defaulted | 0.17722 | 0.1700 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 24287 | 60 | Chargedoff | 0.26528 | 0.2398 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 24312 | 36 | Completed | 0.14887 | 0.1400 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 24331 | 36 | Chargedoff | 0.22995 | 0.2225 | NaN | Self-employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 1 |
| 24552 | 36 | Chargedoff | 0.28974 | 0.2511 | 5.0 | Not employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 24566 | 36 | Completed | 0.22237 | 0.2000 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 24608 | 36 | Completed | 0.14207 | 0.1350 | NaN | Self-employed | False | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 24711 | 36 | Chargedoff | 0.16717 | 0.1600 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 24819 | 36 | Chargedoff | 0.35132 | 0.3149 | 5.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 24845 | 36 | Completed | 0.15462 | 0.1475 | NaN | Not available | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 24896 | 36 | Completed | 0.13705 | 0.1300 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 24916 | 36 | Completed | 0.09223 | 0.0750 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 24955 | 36 | Completed | 0.19642 | 0.1595 | 9.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 25134 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 25208 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 25409 | 36 | Chargedoff | 0.23498 | 0.2200 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 25458 | 36 | Chargedoff | 0.28974 | 0.2511 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 25642 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 25652 | 36 | Completed | 0.20735 | 0.2000 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 26058 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 26269 | 60 | Chargedoff | 0.20358 | 0.1845 | 8.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 26332 | 36 | Defaulted | 0.12700 | 0.1200 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 1 | 0 |
| 26450 | 36 | Current | 0.33553 | 0.2958 | 6.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 26519 | 36 | Chargedoff | 0.16930 | 0.1549 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 26556 | 36 | Chargedoff | 0.28851 | 0.2499 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 26683 | 36 | Completed | 0.29510 | 0.2599 | 5.0 | Employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 26688 | 36 | Chargedoff | 0.19740 | 0.1901 | NaN | Self-employed | True | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 26707 | 60 | Chargedoff | 0.27462 | 0.2489 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 26758 | 36 | Completed | 0.35285 | 0.3127 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 26769 | 36 | Completed | 0.25747 | 0.2499 | NaN | Full-time | True | 840.0 | 859.0 | 0.0 | 1.0000 | 0 | 0 |
| 26810 | 36 | Completed | 0.28308 | 0.2442 | 7.0 | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 26825 | 36 | Completed | 0.27691 | 0.2538 | NaN | Part-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 3 | 3 |
| 26866 | 36 | Completed | 0.15428 | 0.1400 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 26926 | 36 | Chargedoff | 0.11797 | 0.1110 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 27079 | 36 | Completed | 0.13705 | 0.1300 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 27164 | 36 | Completed | 0.11648 | 0.0990 | NaN | Full-time | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 27193 | 36 | Completed | 0.20735 | 0.2000 | NaN | Self-employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 1 | 0 |
| 27383 | 36 | Chargedoff | 0.29510 | 0.2599 | 7.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 27513 | 60 | Chargedoff | 0.26528 | 0.2398 | 7.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 27523 | 36 | Completed | 0.36623 | 0.3500 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 0 |
| 27554 | 36 | Current | 0.35643 | 0.3199 | 4.0 | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 27593 | 36 | Chargedoff | 0.20504 | 0.1829 | 4.0 | Full-time | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 27669 | 36 | Chargedoff | 0.18726 | 0.1800 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 27749 | 36 | Completed | 0.15713 | 0.1500 | NaN | Not available | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 28050 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 28174 | 36 | Completed | 0.17677 | 0.1550 | NaN | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 1 |
| 28301 | 36 | Completed | 0.23748 | 0.2300 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 28379 | 36 | Completed | 0.24502 | 0.2375 | NaN | NaN | False | 500.0 | 519.0 | 0.0 | 1.0000 | 0 | 0 |
| 28406 | 36 | Completed | 0.23250 | 0.2100 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 28442 | 36 | Completed | 0.15428 | 0.1400 | NaN | Part-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 28466 | 36 | Completed | 0.16436 | 0.1500 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 28546 | 36 | Chargedoff | 0.30532 | 0.2699 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 28555 | 36 | Completed | 0.23048 | 0.2080 | NaN | Not employed | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 28567 | 36 | Completed | 0.10682 | 0.0999 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 28609 | 36 | Chargedoff | 0.29665 | 0.2850 | NaN | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 28688 | 36 | Current | 0.32538 | 0.2859 | 2.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 28695 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 28757 | 36 | Chargedoff | 0.14709 | 0.1400 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 28846 | 36 | Chargedoff | 0.35643 | 0.3199 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 0.7451 | 0 | 0 |
| 28939 | 36 | Defaulted | 0.34753 | 0.3234 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 29189 | 60 | Completed | 0.30697 | 0.2804 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 29207 | 36 | Completed | 0.19529 | 0.1880 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 29699 | 36 | Chargedoff | 0.34438 | 0.3203 | NaN | Part-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 29812 | 36 | Defaulted | 0.15713 | 0.1500 | NaN | Self-employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 0 |
| 29847 | 36 | Completed | 0.31871 | 0.2950 | NaN | Part-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 29848 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 29986 | 12 | Completed | 0.28918 | 0.1900 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 30112 | 36 | Completed | 0.16802 | 0.1500 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 30351 | 36 | Completed | 0.14989 | 0.1420 | NaN | Self-employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 30593 | 36 | Completed | 0.24758 | 0.2099 | 7.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 30615 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 30706 | 36 | Completed | 0.12700 | 0.1200 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 30716 | 36 | Completed | 0.16717 | 0.1600 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 30781 | 36 | Completed | 0.24507 | 0.2300 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 30803 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 30883 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 31160 | 36 | Completed | 0.17722 | 0.1700 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 1 | 0 |
| 31181 | 36 | Defaulted | 0.37453 | 0.3500 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 31346 | 36 | Current | 0.33286 | 0.2932 | 2.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 31354 | 36 | Completed | 0.30564 | 0.2900 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 31395 | 60 | Completed | 0.31420 | 0.2899 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 31446 | 36 | Completed | 0.08857 | 0.0800 | NaN | Full-time | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 31473 | 36 | Current | 0.29510 | 0.2599 | 7.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 31507 | 36 | Completed | 0.21045 | 0.1795 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 31534 | 36 | Completed | 0.27569 | 0.2500 | 7.0 | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 31658 | 36 | Completed | 0.16792 | 0.1499 | NaN | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 32234 | 36 | Defaulted | 0.19228 | 0.1850 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 32385 | 36 | Chargedoff | 0.30532 | 0.2699 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 32392 | 36 | Completed | 0.25156 | 0.2288 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 32568 | 36 | Completed | 0.37453 | 0.3500 | 5.0 | Not employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 32700 | 36 | Completed | 0.32576 | 0.2899 | 5.0 | Part-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 0 |
| 32786 | 60 | Completed | 0.14341 | 0.1208 | 8.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 32814 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 0.7988 | 0 | 0 |
| 32869 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 32910 | 60 | Current | 0.28324 | 0.2573 | 6.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 32911 | 36 | Chargedoff | 0.11853 | 0.0975 | NaN | Self-employed | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 33358 | 36 | Chargedoff | 0.34045 | 0.3006 | 3.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 33366 | 36 | Completed | 0.20401 | 0.1893 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 33571 | 60 | Chargedoff | 0.23277 | 0.2081 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 33592 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 33718 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Full-time | True | 820.0 | 839.0 | 0.0 | 1.0000 | 1 | 1 |
| 33878 | 36 | Completed | 0.21237 | 0.2050 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 33974 | 36 | Completed | 0.17359 | 0.1449 | 7.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 34093 | 36 | Defaulted | 0.35643 | 0.3199 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 34241 | 60 | Chargedoff | 0.17849 | 0.1551 | 8.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 34336 | 36 | Completed | 0.18977 | 0.1825 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 34400 | 36 | Completed | 0.12801 | 0.1210 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 34543 | 36 | Past Due | 0.18986 | 0.1609 | 6.0 | Part-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 34583 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 34621 | 36 | Completed | 0.14709 | 0.1400 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 34684 | 36 | Current | 0.35356 | 0.3134 | 6.0 | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 34696 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 34864 | 36 | Completed | 0.15177 | 0.1399 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 34902 | 60 | Current | 0.31375 | 0.2870 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 35075 | 36 | Completed | 0.12650 | 0.1195 | NaN | NaN | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 35152 | 36 | Chargedoff | 0.17209 | 0.1649 | NaN | Self-employed | True | 840.0 | 859.0 | 0.0 | 1.0000 | 0 | 0 |
| 35168 | 60 | Chargedoff | 0.31375 | 0.2870 | 5.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 35175 | 36 | Current | 0.35132 | 0.3149 | 4.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 35238 | 36 | Completed | 0.15629 | 0.1420 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 35316 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 35354 | 36 | Chargedoff | 0.29334 | 0.2700 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 35545 | 36 | Chargedoff | 0.30781 | 0.3000 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 0 |
| 35649 | 36 | Current | 0.28370 | 0.2452 | 5.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 35655 | 36 | Current | 0.11766 | 0.0899 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 35794 | 60 | Current | 0.23718 | 0.2124 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 35890 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 36142 | 36 | Current | 0.25781 | 0.2199 | 6.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 36203 | 36 | Completed | 0.38723 | 0.3500 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 36489 | 36 | Chargedoff | 0.17722 | 0.1700 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 1 | 0 |
| 36492 | 36 | Chargedoff | 0.26526 | 0.2500 | NaN | Full-time | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 36521 | 60 | Current | 0.35838 | 0.3304 | 5.0 | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 36604 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 36667 | 36 | Chargedoff | 0.17445 | 0.1600 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 36768 | 60 | Current | 0.32321 | 0.2962 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 36852 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 36994 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 37210 | 36 | Chargedoff | 0.34408 | 0.3200 | NaN | Self-employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 37222 | 36 | Defaulted | 0.15629 | 0.1420 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 37272 | 12 | Completed | 0.35843 | 0.2669 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 37471 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 37508 | 36 | Current | 0.34793 | 0.3079 | 3.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 37528 | 36 | Completed | 0.17963 | 0.1724 | NaN | Self-employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 37530 | 36 | Completed | 0.14984 | 0.1356 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 3 | 1 |
| 37572 | 36 | Completed | 0.31475 | 0.2911 | NaN | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 37645 | 36 | Defaulted | 0.18977 | 0.1825 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 2 | 2 |
| 37768 | 36 | Completed | 0.14990 | 0.1428 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 37827 | 36 | Completed | 0.16056 | 0.1390 | 9.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 37907 | 36 | Defaulted | 0.20735 | 0.2000 | NaN | Not available | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 38042 | 36 | Completed | 0.22456 | 0.1874 | 2.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 38078 | 60 | Completed | 0.20705 | 0.1830 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 38187 | 36 | Completed | 0.01657 | 0.0100 | NaN | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 38225 | 36 | Completed | 0.10739 | 0.0900 | NaN | Not available | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 38268 | 36 | Completed | 0.27467 | 0.2399 | 5.0 | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 38313 | 36 | Completed | 0.33553 | 0.2958 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 38350 | 36 | Completed | 0.10993 | 0.1030 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 38520 | 36 | Completed | 0.10766 | 0.0990 | NaN | Full-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 38528 | 36 | Completed | 0.08102 | 0.0639 | NaN | Retired | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 38631 | 36 | Completed | 0.19835 | 0.1800 | NaN | Not employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 38984 | 36 | Completed | 0.10039 | 0.0935 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 39029 | 36 | Completed | 0.20735 | 0.2000 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 39102 | 36 | Chargedoff | 0.17611 | 0.1689 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 39233 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 39343 | 36 | Defaulted | 0.27847 | 0.2397 | 8.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 39357 | 36 | Completed | 0.12456 | 0.1070 | NaN | Part-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 0 |
| 39418 | 36 | Completed | 0.14780 | 0.1300 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 39477 | 36 | Completed | 0.14709 | 0.1400 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 39551 | 36 | Completed | 0.32576 | 0.2899 | 1.0 | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 39579 | 36 | Chargedoff | 0.28974 | 0.2511 | 7.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 39588 | 36 | Defaulted | 0.19730 | 0.1900 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 39629 | 36 | Completed | 0.29510 | 0.2599 | 7.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 39688 | 36 | Completed | 0.35643 | 0.3199 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 39723 | 36 | Completed | 0.10070 | 0.0938 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 39724 | 36 | Completed | 0.17464 | 0.1529 | 8.0 | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 39734 | 36 | Chargedoff | 0.13705 | 0.1300 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 39788 | 36 | Chargedoff | 0.35643 | 0.3199 | 3.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 39839 | 36 | Completed | 0.22226 | 0.1999 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 39970 | 36 | Current | 0.35643 | 0.3199 | 2.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 39985 | 36 | Chargedoff | 0.26799 | 0.2450 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 39999 | 36 | Completed | 0.31573 | 0.3000 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 40031 | 36 | Completed | 0.29261 | 0.2771 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 40213 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 40239 | 36 | Completed | 0.10234 | 0.0850 | NaN | Part-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 40309 | 36 | Completed | 0.35356 | 0.3134 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 40370 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 40432 | 36 | Completed | 0.30532 | 0.2699 | 6.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 40439 | 36 | Completed | 0.35643 | 0.3199 | 3.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 0.7731 | 0 | 0 |
| 40518 | 36 | Chargedoff | 0.22984 | 0.2149 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 40726 | 36 | Completed | 0.35643 | 0.3199 | 2.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 40731 | 36 | Completed | 0.37392 | 0.3494 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 1 | 1 |
| 40908 | 36 | Completed | 0.36623 | 0.3500 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 40925 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 40931 | 36 | Completed | 0.11830 | 0.1008 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 40989 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 41102 | 36 | Completed | 0.27825 | 0.2590 | NaN | Full-time | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 41146 | 36 | Completed | 0.11749 | 0.1000 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 41313 | 60 | Completed | 0.31375 | 0.2870 | 5.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 41358 | 36 | Chargedoff | 0.37453 | 0.3500 | 4.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 41360 | 36 | Chargedoff | 0.21359 | 0.1988 | NaN | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 41393 | 36 | Completed | 0.29875 | 0.2595 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 41421 | 36 | Defaulted | 0.17647 | 0.1620 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 41513 | 12 | Completed | 0.26824 | 0.1897 | 5.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 41521 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 41641 | 36 | Chargedoff | 0.15321 | 0.1461 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 41760 | 36 | Current | 0.33051 | 0.2909 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 41914 | 36 | Completed | 0.30532 | 0.2699 | 6.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 42039 | 36 | Completed | 0.12782 | 0.0999 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 42079 | 36 | Chargedoff | 0.34621 | 0.3099 | 2.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 42181 | 36 | Completed | 0.24758 | 0.2099 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 42198 | 36 | Chargedoff | 0.18217 | 0.1640 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 42223 | 36 | Current | 0.35356 | 0.3134 | 5.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 42283 | 36 | Completed | 0.29240 | 0.2537 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 42395 | 36 | Completed | 0.18907 | 0.1818 | NaN | Part-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 0 |
| 42463 | 36 | Current | 0.29510 | 0.2599 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 42470 | 36 | Completed | 0.25496 | 0.2398 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 74800 | 36 | Completed | 0.38058 | 0.3435 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 74953 | 36 | Completed | 0.06858 | 0.0550 | NaN | Self-employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 75001 | 60 | Completed | 0.27246 | 0.2468 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 75143 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 75151 | 36 | Completed | 0.18927 | 0.1820 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 75188 | 36 | Completed | 0.25517 | 0.2400 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 75263 | 60 | Current | 0.14494 | 0.1223 | 8.0 | Employed | False | 740.0 | 759.0 | 0.0 | 0.7322 | 0 | 0 |
| 75382 | 36 | Completed | 0.33393 | 0.3100 | 2.0 | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 75589 | 36 | Current | 0.33286 | 0.2932 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 75593 | 36 | Chargedoff | 0.22226 | 0.1999 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 75603 | 36 | Completed | 0.17170 | 0.1500 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 75732 | 36 | Defaulted | 0.14960 | 0.1425 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 75869 | 12 | Completed | 0.35843 | 0.2669 | 4.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 75927 | 36 | Current | 0.20200 | 0.1799 | 8.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 76064 | 36 | Defaulted | 0.37453 | 0.3500 | NaN | Full-time | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 76076 | 36 | Chargedoff | 0.16898 | 0.1618 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 76175 | 36 | Completed | 0.18013 | 0.1729 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 76282 | 36 | Completed | 0.18726 | 0.1800 | NaN | Part-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 76299 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 76338 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 76399 | 36 | Chargedoff | 0.23949 | 0.2320 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 76491 | 36 | Completed | 0.28851 | 0.2499 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 76589 | 36 | Chargedoff | 0.35244 | 0.3160 | 1.0 | Employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 76671 | 36 | Chargedoff | 0.33553 | 0.2958 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 76733 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 76735 | 60 | Current | 0.14494 | 0.1223 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 1 | 0 |
| 76774 | 36 | Current | 0.25781 | 0.2199 | 2.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 76796 | 36 | Completed | 0.18454 | 0.1700 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 77118 | 36 | Completed | 0.26681 | 0.2287 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 77200 | 36 | Completed | 0.41355 | 0.3500 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 77203 | 36 | Completed | 0.10638 | 0.0925 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 4 | 2 |
| 77333 | 36 | Completed | 0.10843 | 0.1015 | NaN | Self-employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 77365 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 77465 | 36 | Completed | 0.11304 | 0.0956 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 77618 | 36 | Chargedoff | 0.26292 | 0.2400 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 77645 | 36 | Chargedoff | 0.19462 | 0.1800 | NaN | Full-time | False | 520.0 | 539.0 | 0.0 | 1.0000 | 0 | 0 |
| 77660 | 36 | Completed | 0.16717 | 0.1600 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 77669 | 36 | Completed | 0.14814 | 0.1380 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 77747 | 36 | Chargedoff | 0.23250 | 0.2100 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 7 | 3 |
| 77776 | 36 | Completed | 0.01875 | 0.0050 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 77832 | 36 | Completed | 0.11364 | 0.0997 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 77869 | 60 | Current | 0.27462 | 0.2489 | 6.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 0.7189 | 0 | 0 |
| 77894 | 36 | Completed | 0.22226 | 0.1999 | NaN | Part-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 2 | 2 |
| 77931 | 36 | Chargedoff | 0.34577 | 0.3058 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 77979 | 36 | Completed | 0.15629 | 0.1420 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 78040 | 36 | Completed | 0.33553 | 0.2958 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 78184 | 12 | Past Due | 0.18838 | 0.1113 | 9.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 78192 | 36 | Completed | 0.11648 | 0.0990 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 78350 | 36 | Chargedoff | 0.39153 | 0.3500 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 78482 | 36 | Completed | 0.18208 | 0.1700 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 0 |
| 78533 | 36 | Current | 0.27467 | 0.2399 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 78610 | 36 | Current | 0.33286 | 0.2932 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 78642 | 36 | Completed | 0.20735 | 0.2000 | NaN | Not employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 78752 | 36 | Chargedoff | 0.34621 | 0.3099 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 78774 | 36 | Current | 0.21372 | 0.1768 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 78843 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 78862 | 36 | Chargedoff | 0.32050 | 0.2900 | 3.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 1 |
| 78868 | 60 | Current | 0.29680 | 0.2705 | 4.0 | Part-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 1 | 0 |
| 78919 | 36 | Current | 0.33286 | 0.2932 | 3.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 78961 | 36 | Defaulted | 0.16988 | 0.1627 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 1 |
| 79160 | 36 | Chargedoff | 0.28771 | 0.2800 | NaN | Part-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 79175 | 36 | Completed | 0.22491 | 0.2000 | 8.0 | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 79185 | 36 | Completed | 0.17963 | 0.1724 | NaN | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 79196 | 60 | Chargedoff | 0.20358 | 0.1845 | 5.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 79202 | 36 | Completed | 0.10234 | 0.0850 | NaN | Self-employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 79346 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 79357 | 60 | Current | 0.29680 | 0.2705 | 2.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 79559 | 36 | Completed | 0.15375 | 0.1254 | 9.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 79725 | 60 | Current | 0.12992 | 0.1076 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 79899 | 36 | Current | 0.35356 | 0.3134 | 6.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 80024 | 36 | Completed | 0.10790 | 0.0975 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 80037 | 36 | Defaulted | 0.13705 | 0.1300 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 80061 | 36 | Completed | 0.13981 | 0.1300 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 80155 | 36 | Chargedoff | 0.37402 | 0.3495 | NaN | Self-employed | False | 560.0 | 579.0 | 0.0 | 1.0000 | 2 | 2 |
| 80195 | 36 | Completed | 0.31315 | 0.2900 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 80597 | 36 | Chargedoff | 0.19228 | 0.1850 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 80784 | 36 | Chargedoff | 0.35643 | 0.3199 | 2.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 0.8524 | 0 | 0 |
| 80806 | 36 | Completed | 0.17170 | 0.1500 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 80873 | 60 | Current | 0.28848 | 0.2624 | 6.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 80963 | 36 | Completed | 0.35797 | 0.3177 | 2.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 80964 | 36 | Completed | 0.16858 | 0.1400 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 81038 | 36 | Completed | 0.27520 | 0.2365 | 7.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 81093 | 36 | Completed | 0.29588 | 0.2725 | 6.0 | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 81106 | 60 | Chargedoff | 0.35838 | 0.3304 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 81140 | 60 | Completed | 0.27462 | 0.2489 | 6.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 81206 | 12 | Completed | 0.35843 | 0.2669 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 81268 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 81743 | 36 | Completed | 0.08172 | 0.0749 | NaN | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 1 | 1 |
| 81759 | 36 | Completed | 0.36623 | 0.3500 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 0 |
| 81779 | 36 | Past Due | 0.35797 | 0.3177 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 81781 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 81885 | 36 | Completed | 0.10867 | 0.1000 | NaN | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 1 | 1 |
| 81917 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 81927 | 60 | Past Due | 0.35838 | 0.3304 | 1.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 82084 | 36 | Completed | 0.15629 | 0.1420 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 82097 | 36 | Past Due | 0.35356 | 0.3134 | 2.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 82260 | 36 | Completed | 0.31363 | 0.2900 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 1 | 1 |
| 82407 | 36 | Completed | 0.13705 | 0.1300 | NaN | Part-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 82426 | 36 | Chargedoff | 0.18201 | 0.1675 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 82455 | 36 | Completed | 0.22237 | 0.2000 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 82458 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Not employed | True | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 82538 | 36 | Chargedoff | 0.23134 | 0.2000 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 2 | 0 |
| 82676 | 36 | Completed | 0.16056 | 0.1390 | 9.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 82737 | 36 | Current | 0.13697 | 0.1089 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 82763 | 36 | Completed | 0.26310 | 0.2495 | NaN | Self-employed | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 82874 | 36 | Completed | 0.20919 | 0.1870 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 1 |
| 83003 | 12 | Chargedoff | 0.34105 | 0.2499 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 83059 | 36 | Chargedoff | 0.29510 | 0.2599 | 6.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 83152 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 83198 | 36 | Chargedoff | 0.32023 | 0.2965 | NaN | Self-employed | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 83232 | 36 | Current | 0.35356 | 0.3134 | 8.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 83332 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | True | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 83421 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 83445 | 36 | Defaulted | 0.35643 | 0.3199 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 83675 | 36 | Completed | 0.09688 | 0.0900 | NaN | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 3 | 2 |
| 83701 | 36 | Completed | 0.27306 | 0.2500 | NaN | Part-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 0 |
| 83708 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 83770 | 36 | Completed | 0.20395 | 0.1479 | 5.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 83784 | 36 | Current | 0.29510 | 0.2599 | 5.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 83848 | 36 | Chargedoff | 0.31160 | 0.2880 | NaN | Not employed | False | 560.0 | 579.0 | 0.0 | 1.0000 | 2 | 1 |
| 83854 | 36 | Completed | 0.10592 | 0.0990 | NaN | Self-employed | False | 820.0 | 839.0 | 0.0 | 1.0000 | 3 | 2 |
| 83893 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 83925 | 36 | Chargedoff | 0.26292 | 0.2400 | NaN | Full-time | False | 560.0 | 579.0 | 0.0 | 1.0000 | 2 | 2 |
| 83934 | 36 | Completed | 0.13461 | 0.1205 | NaN | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 83952 | 36 | Completed | 0.38723 | 0.3500 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 83967 | 36 | Completed | 0.06827 | 0.0615 | NaN | Retired | True | 840.0 | 859.0 | 0.0 | 1.0000 | 5 | 5 |
| 84083 | 36 | Chargedoff | 0.29510 | 0.2599 | 7.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 84093 | 36 | Completed | 0.21379 | 0.1990 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 84274 | 36 | Chargedoff | 0.35067 | 0.3265 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 84275 | 36 | Chargedoff | 0.33286 | 0.2932 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 84414 | 36 | Chargedoff | 0.10983 | 0.0889 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 3 | 2 |
| 84566 | 36 | Chargedoff | 0.36623 | 0.3500 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 1 | 0 |
| 84687 | 36 | Completed | 0.24992 | 0.2310 | NaN | Self-employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 84825 | 36 | Completed | 0.14608 | 0.1390 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 84835 | 12 | Completed | 0.35840 | 0.2576 | 5.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 84893 | 36 | Completed | 0.10692 | 0.1000 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 84907 | 36 | Current | 0.17359 | 0.1449 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 84991 | 36 | Completed | 0.26681 | 0.2287 | 3.0 | Not employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 85010 | 36 | Chargedoff | 0.25903 | 0.2400 | NaN | Self-employed | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 85024 | 36 | Current | 0.35132 | 0.3149 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 0.8266 | 0 | 0 |
| 85096 | 36 | Completed | 0.08796 | 0.0794 | NaN | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 1 | 1 |
| 85192 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 85221 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | True | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 85223 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 85258 | 36 | Completed | 0.23498 | 0.2200 | NaN | Full-time | False | 540.0 | 559.0 | 0.0 | 1.0000 | 2 | 1 |
| 85405 | 60 | Current | 0.23718 | 0.2124 | 8.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 85514 | 36 | Completed | 0.29510 | 0.2599 | 7.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 85645 | 60 | Current | 0.34408 | 0.3165 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 85676 | 36 | Chargedoff | 0.35356 | 0.3134 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 85689 | 36 | Completed | 0.36623 | 0.3500 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 2 | 0 |
| 85712 | 60 | Past Due | 0.31375 | 0.2870 | 5.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 85729 | 36 | Chargedoff | 0.15211 | 0.1450 | NaN | Part-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 85830 | 12 | Completed | 0.31134 | 0.2320 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 86104 | 36 | Completed | 0.14709 | 0.1400 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 86154 | 36 | Completed | 0.15629 | 0.1420 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 86481 | 36 | Completed | 0.10908 | 0.0850 | 9.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 86563 | 36 | Completed | 0.32005 | 0.2600 | 6.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 86565 | 36 | Chargedoff | 0.31321 | 0.2975 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 86801 | 36 | Chargedoff | 0.29486 | 0.2561 | 7.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 86839 | 36 | Current | 0.35356 | 0.3134 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 87151 | 36 | Defaulted | 0.24753 | 0.2400 | NaN | Full-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 87232 | 36 | Completed | 0.15428 | 0.1400 | NaN | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 87283 | 36 | Current | 0.25781 | 0.2199 | 6.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 87308 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 87332 | 36 | Completed | 0.11797 | 0.1110 | NaN | Self-employed | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 87346 | 36 | Current | 0.17359 | 0.1449 | 8.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 87490 | 36 | Chargedoff | 0.36428 | 0.3399 | NaN | Full-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 3 | 1 |
| 87541 | 36 | Defaulted | 0.30051 | 0.2900 | NaN | Not available | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 87587 | 36 | Chargedoff | 0.30532 | 0.2699 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 87610 | 36 | Chargedoff | 0.28851 | 0.2499 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 87635 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 87685 | 60 | Current | 0.27554 | 0.2498 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 87908 | 36 | Current | 0.12528 | 0.0974 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 88093 | 36 | Completed | 0.22237 | 0.2000 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 88124 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 88199 | 36 | Chargedoff | 0.18454 | 0.1700 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 88493 | 60 | Past Due | 0.30111 | 0.2747 | 6.0 | Not employed | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 88507 | 36 | Current | 0.35797 | 0.3177 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 88934 | 36 | Completed | 0.27485 | 0.2595 | NaN | Full-time | True | 740.0 | 759.0 | 0.0 | 1.0000 | 1 | 0 |
| 89139 | 36 | Chargedoff | 0.26465 | 0.2494 | NaN | Full-time | True | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 1 |
| 89372 | 36 | Chargedoff | 0.21739 | 0.2100 | NaN | Not available | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 89431 | 12 | Chargedoff | 0.23422 | 0.1563 | 7.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 89576 | 36 | Chargedoff | 0.23989 | 0.2324 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 89645 | 60 | Current | 0.14985 | 0.1271 | 7.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 89794 | 36 | Chargedoff | 0.28284 | 0.2700 | NaN | Self-employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 89797 | 36 | Completed | 0.16056 | 0.1390 | 8.0 | Not employed | False | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 89810 | 36 | Completed | 0.17754 | 0.1414 | 5.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 90093 | 36 | Chargedoff | 0.34815 | 0.3321 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 90118 | 60 | Completed | 0.24763 | 0.2249 | 7.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 0.7765 | 0 | 0 |
| 90149 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 90272 | 12 | Completed | 0.26824 | 0.1897 | 5.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 90499 | 36 | Completed | 0.16149 | 0.1375 | 9.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 90589 | 36 | Completed | 0.27725 | 0.2389 | 7.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 90594 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 0.8055 | 0 | 0 |
| 90964 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 91015 | 36 | Chargedoff | 0.24507 | 0.2300 | NaN | Full-time | False | 560.0 | 579.0 | 0.0 | 1.0000 | 1 | 0 |
| 91085 | 36 | Chargedoff | 0.20462 | 0.1679 | 8.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 91223 | 36 | Current | 0.35356 | 0.3134 | 6.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 91232 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 91335 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 91338 | 36 | Current | 0.28851 | 0.2499 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 91404 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 91407 | 36 | Completed | 0.14204 | 0.1243 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 91797 | 36 | Chargedoff | 0.19730 | 0.1900 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 91925 | 36 | Chargedoff | 0.22186 | 0.2070 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 92117 | 36 | Chargedoff | 0.35285 | 0.3127 | 3.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 92192 | 60 | Current | 0.31375 | 0.2870 | 5.0 | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 92423 | 36 | Completed | 0.24758 | 0.2099 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 92659 | 36 | Chargedoff | 0.16175 | 0.1546 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 92766 | 36 | Completed | 0.35356 | 0.3134 | 8.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 92793 | 60 | Current | 0.31344 | 0.2867 | 7.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 92817 | 36 | Current | 0.32538 | 0.2859 | 2.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 92958 | 36 | Completed | 0.29469 | 0.2595 | 4.0 | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 93011 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 93071 | 36 | Completed | 0.35797 | 0.3177 | 2.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 93079 | 36 | Completed | 0.21230 | 0.2000 | NaN | Not available | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 93098 | 36 | Chargedoff | 0.11651 | 0.0955 | 9.0 | Not employed | False | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 93125 | 36 | Completed | 0.18242 | 0.1679 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 93386 | 36 | Completed | 0.15629 | 0.1420 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 93500 | 36 | Past Due | 0.29510 | 0.2599 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 93728 | 36 | Completed | 0.12911 | 0.1221 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 93754 | 36 | Defaulted | 0.20471 | 0.1900 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 93793 | 36 | Completed | 0.23250 | 0.2100 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 93795 | 36 | Chargedoff | 0.14709 | 0.1400 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 1 | 0 |
| 93841 | 36 | Completed | 0.11334 | 0.0994 | NaN | Part-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 1 |
| 93987 | 36 | Chargedoff | 0.36697 | 0.3423 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 94092 | 36 | Completed | 0.15589 | 0.1550 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 2 | 2 |
| 94158 | 36 | Chargedoff | 0.30532 | 0.2699 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 94286 | 36 | Completed | 0.29486 | 0.2561 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 94303 | 36 | Current | 0.16056 | 0.1390 | 8.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 0.8761 | 0 | 1 |
| 94474 | 36 | Chargedoff | 0.17359 | 0.1449 | 7.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 94531 | 36 | Defaulted | 0.24753 | 0.2400 | NaN | Not available | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 94601 | 36 | Chargedoff | 0.18374 | 0.1765 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 94616 | 36 | Completed | 0.39153 | 0.3500 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 94657 | 36 | Defaulted | 0.33593 | 0.3200 | NaN | Full-time | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 94748 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 94779 | 36 | Completed | 0.21422 | 0.2000 | NaN | Full-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 1 | 1 |
| 94850 | 36 | Completed | 0.16147 | 0.1399 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 94881 | 36 | Completed | 0.13265 | 0.1150 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 94929 | 36 | Completed | 0.10042 | 0.0831 | NaN | Part-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 94983 | 36 | Completed | 0.10692 | 0.1000 | NaN | Self-employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 94997 | 36 | Completed | 0.18958 | 0.1750 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 95132 | 36 | Completed | 0.18751 | 0.1656 | 6.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 95185 | 36 | Defaulted | 0.15713 | 0.1500 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 95263 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 95299 | 36 | Completed | 0.35643 | 0.3199 | 2.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 95310 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Full-time | True | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 95398 | 36 | Completed | 0.30532 | 0.2699 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 95480 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 95541 | 60 | Defaulted | 0.27554 | 0.2498 | 7.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 95633 | 12 | Completed | 0.35840 | 0.2576 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 95696 | 36 | Completed | 0.29994 | 0.2765 | NaN | Self-employed | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 95704 | 36 | Defaulted | 0.35356 | 0.3134 | 2.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 95734 | 36 | Completed | 0.16988 | 0.1627 | NaN | Full-time | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 95755 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Self-employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 95764 | 36 | Completed | 0.15428 | 0.1400 | NaN | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 95769 | 36 | Completed | 0.24449 | 0.2100 | 8.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 95850 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 3 | 3 |
| 96004 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 96050 | 36 | Completed | 0.16436 | 0.1500 | NaN | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 96146 | 36 | Defaulted | 0.13705 | 0.1300 | NaN | Part-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 96211 | 60 | Chargedoff | 0.35838 | 0.3304 | 2.0 | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 96287 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 96448 | 12 | Completed | 0.31368 | 0.2343 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 96506 | 36 | Completed | 0.35356 | 0.3134 | 2.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 96570 | 36 | Completed | 0.32885 | 0.3050 | NaN | Self-employed | True | 580.0 | 599.0 | 0.0 | 1.0000 | 1 | 0 |
| 96574 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 96639 | 36 | Current | 0.13524 | 0.1140 | 7.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 96706 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 96759 | 36 | Completed | 0.15135 | 0.1371 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 1 | 1 |
| 96931 | 60 | Chargedoff | 0.31375 | 0.2870 | 5.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 96966 | 36 | Completed | 0.06033 | 0.0400 | NaN | Not employed | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 97266 | 60 | Current | 0.23318 | 0.2085 | 8.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 97333 | 36 | Completed | 0.27306 | 0.2500 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 97342 | 36 | Completed | 0.14471 | 0.1089 | 9.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 1 |
| 97415 | 36 | Completed | 0.08057 | 0.0600 | NaN | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 97503 | 36 | Current | 0.35643 | 0.3199 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 0.7887 | 0 | 0 |
| 97562 | 36 | Completed | 0.16828 | 0.1611 | NaN | Part-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 97589 | 36 | Completed | 0.09577 | 0.0785 | NaN | Full-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 97630 | 36 | Completed | 0.22136 | 0.2065 | NaN | Part-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 97637 | 36 | Chargedoff | 0.14910 | 0.1420 | NaN | Full-time | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 97675 | 36 | Completed | 0.06361 | 0.0495 | NaN | Not employed | False | 820.0 | 839.0 | 0.0 | 1.0000 | 6 | 6 |
| 97846 | 60 | Current | 0.25789 | 0.2326 | 3.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 97924 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 97984 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Retired | False | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 98060 | 60 | Current | 0.20358 | 0.1845 | 8.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 98064 | 36 | Current | 0.18316 | 0.1469 | 5.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 98211 | 36 | Defaulted | 0.24753 | 0.2400 | NaN | Self-employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 98231 | 36 | Completed | 0.35356 | 0.3134 | 2.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 98260 | 36 | Chargedoff | 0.33393 | 0.3100 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 98376 | 60 | Completed | 0.23277 | 0.2081 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 98479 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 98567 | 36 | Chargedoff | 0.18977 | 0.1825 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 98613 | 36 | Completed | 0.21223 | 0.1900 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 98746 | 36 | Completed | 0.22237 | 0.2000 | NaN | Self-employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 98855 | 36 | Past Due | 0.23990 | 0.2024 | 4.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 98860 | 36 | Completed | 0.13142 | 0.1244 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 99283 | 60 | Current | 0.34408 | 0.3165 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 0.9178 | 0 | 0 |
| 99396 | 36 | Completed | 0.25517 | 0.2400 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 99434 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 99546 | 36 | Completed | 0.30856 | 0.2850 | NaN | Self-employed | False | 580.0 | 599.0 | 0.0 | 1.0000 | 0 | 0 |
| 99586 | 36 | Chargedoff | 0.17722 | 0.1700 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 99819 | 36 | Chargedoff | 0.39153 | 0.3500 | 5.0 | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 1 | 0 |
| 99911 | 36 | Past Due | 0.35797 | 0.3177 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 99921 | 36 | Chargedoff | 0.15932 | 0.1450 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 100069 | 36 | Completed | 0.29689 | 0.2735 | NaN | Self-employed | True | 620.0 | 639.0 | 0.0 | 1.0000 | 1 | 0 |
| 100129 | 36 | Completed | 0.08684 | 0.0800 | NaN | Full-time | True | 840.0 | 859.0 | 0.0 | 1.0000 | 0 | 0 |
| 100136 | 36 | Defaulted | 0.16968 | 0.1625 | NaN | NaN | False | NaN | NaN | 0.0 | 1.0000 | 0 | 0 |
| 100181 | 36 | Completed | 0.17722 | 0.1700 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 100248 | 36 | Chargedoff | 0.25903 | 0.2400 | NaN | Not employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 1 | 1 |
| 100301 | 36 | Current | 0.33553 | 0.2958 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 100316 | 36 | Completed | 0.25836 | 0.2355 | 8.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 100461 | 36 | Chargedoff | 0.21609 | 0.2087 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 100535 | 36 | Current | 0.25259 | 0.2148 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 100541 | 36 | Completed | 0.17270 | 0.1655 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 1 | 1 |
| 100563 | 36 | Current | 0.35356 | 0.3134 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 100573 | 36 | Chargedoff | 0.16386 | 0.1495 | NaN | Self-employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 100689 | 36 | Completed | 0.14528 | 0.1275 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 100700 | 36 | Completed | 0.21342 | 0.1799 | 8.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 100711 | 36 | Current | 0.18316 | 0.1469 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 100799 | 36 | Completed | 0.33553 | 0.2958 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 100871 | 60 | Current | 0.32989 | 0.3027 | 5.0 | Not employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 101020 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 101139 | 36 | Completed | 0.28488 | 0.2499 | 5.0 | Full-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 101196 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 580.0 | 599.0 | 0.0 | 1.0000 | 1 | 1 |
| 101274 | 36 | Current | 0.35356 | 0.3134 | 9.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 101445 | 36 | Completed | 0.18696 | 0.1797 | NaN | Part-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 101468 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 101590 | 36 | Chargedoff | 0.11194 | 0.1050 | NaN | Self-employed | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 101642 | 36 | Defaulted | 0.06698 | 0.0500 | NaN | Not available | False | 480.0 | 499.0 | 0.0 | 1.0000 | 0 | 0 |
| 101693 | 36 | Completed | 0.14419 | 0.1300 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 101729 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 101767 | 36 | Current | 0.22872 | 0.1949 | 7.0 | Not employed | True | 840.0 | 859.0 | 0.0 | 1.0000 | 0 | 0 |
| 101851 | 60 | Current | 0.15936 | 0.1364 | 9.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 101886 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 101934 | 36 | Chargedoff | 0.29240 | 0.2537 | 3.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 101993 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 102307 | 36 | Chargedoff | 0.24246 | 0.2049 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 102363 | 36 | Chargedoff | 0.18294 | 0.1757 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 102370 | 36 | Completed | 0.39275 | 0.3300 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 102535 | 36 | Chargedoff | 0.14709 | 0.1400 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 102562 | 60 | Completed | 0.27462 | 0.2489 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 102644 | 36 | Completed | 0.14679 | 0.1290 | NaN | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 102711 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Self-employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 102756 | 36 | Current | 0.23121 | 0.1939 | 4.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 102855 | 36 | Current | 0.18316 | 0.1469 | 7.0 | Employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 102962 | 36 | Completed | 0.17511 | 0.1679 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 0 |
| 102968 | 36 | Completed | 0.30126 | 0.2778 | NaN | Self-employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 102975 | 60 | Current | 0.15936 | 0.1364 | 8.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 102994 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Self-employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 103281 | 60 | Current | 0.27554 | 0.2498 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 103335 | 36 | Chargedoff | 0.26018 | 0.2373 | NaN | Full-time | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 103494 | 36 | Completed | 0.16947 | 0.1478 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 103644 | 36 | Past Due | 0.29486 | 0.2561 | 7.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 103667 | 36 | Defaulted | 0.16717 | 0.1600 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 103720 | 36 | Chargedoff | 0.17445 | 0.1600 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 103755 | 60 | Completed | 0.27246 | 0.2468 | 7.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 103814 | 36 | Chargedoff | 0.21318 | 0.1900 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 103827 | 36 | Chargedoff | 0.25259 | 0.2148 | 6.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 104151 | 36 | Current | 0.33286 | 0.2932 | 4.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 104211 | 36 | Chargedoff | 0.16436 | 0.1500 | NaN | Self-employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 0 |
| 104296 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 104383 | 36 | Chargedoff | 0.28974 | 0.2511 | 5.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 104466 | 36 | Defaulted | 0.22429 | 0.2094 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 104574 | 36 | Completed | 0.27467 | 0.2399 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 104729 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 104740 | 36 | Completed | 0.08718 | 0.0700 | NaN | Full-time | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 104792 | 36 | Completed | 0.17219 | 0.1650 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 1 | 1 |
| 104817 | 36 | Completed | 0.13119 | 0.1100 | 9.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 104831 | 36 | Completed | 0.10742 | 0.1005 | NaN | Full-time | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 104849 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 104969 | 36 | Chargedoff | 0.29510 | 0.2599 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 105166 | 60 | Completed | 0.23718 | 0.2124 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 105171 | 36 | Completed | 0.23595 | 0.2134 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 105180 | 36 | Completed | 0.33000 | 0.2900 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 105202 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 105333 | 36 | Chargedoff | 0.35797 | 0.3177 | 5.0 | Self-employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 105400 | 36 | Completed | 0.10692 | 0.1000 | NaN | Self-employed | True | 840.0 | 859.0 | 0.0 | 1.0000 | 1 | 2 |
| 105455 | 60 | Defaulted | 0.32989 | 0.3027 | 7.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 105501 | 36 | Completed | 0.21558 | 0.1933 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 105519 | 36 | Defaulted | 0.35797 | 0.3177 | 5.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 105581 | 36 | Completed | 0.11545 | 0.1015 | NaN | Part-time | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 105696 | 36 | Completed | 0.11696 | 0.1100 | NaN | Part-time | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 105706 | 36 | Completed | 0.34731 | 0.3073 | 3.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 105790 | 36 | Completed | 0.08718 | 0.0700 | NaN | Self-employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 1 | 0 |
| 105802 | 60 | Current | 0.27462 | 0.2489 | 7.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 105810 | 36 | Past Due | 0.35356 | 0.3134 | 4.0 | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 105892 | 36 | Current | 0.33286 | 0.2932 | 2.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 105932 | 60 | Chargedoff | 0.20358 | 0.1845 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 105980 | 36 | Current | 0.35797 | 0.3177 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 106084 | 36 | Completed | 0.19108 | 0.1621 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 106121 | 36 | Completed | 0.18487 | 0.1630 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 2 | 2 |
| 106134 | 36 | Chargedoff | 0.18625 | 0.1790 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 106142 | 36 | Completed | 0.31475 | 0.2911 | NaN | Full-time | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 106173 | 36 | Chargedoff | 0.18173 | 0.1599 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 106230 | 36 | Defaulted | 0.19730 | 0.1900 | NaN | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 106246 | 36 | Completed | 0.37453 | 0.3500 | NaN | Self-employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 1 |
| 106340 | 36 | Chargedoff | 0.25707 | 0.2495 | NaN | Self-employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 106555 | 36 | Defaulted | 0.18726 | 0.1800 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 106692 | 36 | Chargedoff | 0.35643 | 0.3199 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 106778 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 106827 | 36 | Completed | 0.30532 | 0.2699 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 0.9365 | 0 | 0 |
| 106854 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 106887 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 106965 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 107143 | 36 | Chargedoff | 0.24649 | 0.2238 | NaN | Full-time | False | 600.0 | 619.0 | 0.0 | 1.0000 | 0 | 0 |
| 107190 | 36 | Completed | 0.17322 | 0.1515 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 107382 | 36 | Completed | 0.35858 | 0.3220 | 6.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 107390 | 36 | Chargedoff | 0.14950 | 0.1424 | NaN | Self-employed | True | 820.0 | 839.0 | 0.0 | 1.0000 | 0 | 0 |
| 107491 | 36 | Current | 0.35643 | 0.3199 | 4.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 107496 | 36 | Completed | 0.13705 | 0.1300 | NaN | Part-time | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 107498 | 36 | Completed | 0.29510 | 0.2599 | 7.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 107633 | 36 | Chargedoff | 0.35643 | 0.3199 | 5.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 107638 | 36 | Current | 0.24246 | 0.2049 | 7.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 107660 | 60 | Current | 0.27246 | 0.2468 | 7.0 | Not employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 107797 | 36 | Completed | 0.17069 | 0.1490 | 8.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 107858 | 36 | Completed | 0.35356 | 0.3134 | 2.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 108033 | 36 | Completed | 0.30781 | 0.3000 | NaN | Not employed | True | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 108038 | 36 | Defaulted | 0.24753 | 0.2400 | NaN | Not available | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 108190 | 36 | Completed | 0.25278 | 0.2300 | NaN | Part-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 108281 | 36 | Current | 0.35643 | 0.3199 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 108360 | 12 | Completed | 0.28918 | 0.1900 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 108450 | 60 | Chargedoff | 0.25861 | 0.2333 | 6.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 108581 | 36 | Past Due | 0.24758 | 0.2099 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 108588 | 36 | Completed | 0.14458 | 0.1375 | NaN | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 108604 | 36 | Current | 0.19645 | 0.1599 | 4.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 108733 | 36 | Chargedoff | 0.28851 | 0.2499 | 5.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 108830 | 60 | Current | 0.27462 | 0.2489 | 6.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 109009 | 36 | Completed | 0.19568 | 0.1800 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 109058 | 36 | Completed | 0.12769 | 0.1101 | NaN | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 109297 | 36 | Completed | 0.31363 | 0.2900 | NaN | Self-employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 2 | 2 |
| 109307 | 36 | Completed | 0.26681 | 0.2287 | 3.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 109313 | 36 | Completed | 0.10656 | 0.0950 | NaN | Not available | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 109321 | 36 | Defaulted | 0.34603 | 0.3300 | NaN | Full-time | True | 720.0 | 739.0 | 0.0 | 1.0000 | 1 | 0 |
| 109346 | 36 | Past Due | 0.35797 | 0.3177 | 4.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 109359 | 36 | Chargedoff | 0.29510 | 0.2599 | 7.0 | Self-employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 109569 | 36 | Completed | 0.10345 | 0.1000 | 10.0 | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 109594 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 109705 | 60 | Completed | 0.27554 | 0.2498 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 109808 | 36 | Chargedoff | 0.25259 | 0.2148 | 7.0 | Not employed | False | 800.0 | 819.0 | 0.0 | 1.0000 | 0 | 0 |
| 109936 | 36 | Completed | 0.08182 | 0.0750 | NaN | Not employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 109981 | 36 | Completed | 0.13951 | 0.1329 | NaN | Self-employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 110011 | 36 | Completed | 0.17170 | 0.1500 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 110015 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 110107 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 110250 | 36 | Defaulted | 0.27306 | 0.2500 | NaN | Self-employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 1 | 0 |
| 110254 | 36 | Completed | 0.18958 | 0.1750 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 110337 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 110418 | 36 | Completed | 0.37453 | 0.3500 | NaN | Full-time | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 110488 | 36 | Completed | 0.24753 | 0.2400 | NaN | Not available | True | 540.0 | 559.0 | 0.0 | 1.0000 | 0 | 0 |
| 110628 | 36 | Completed | 0.17722 | 0.1700 | NaN | Self-employed | False | 760.0 | 779.0 | 0.0 | 1.0000 | 1 | 0 |
| 110648 | 36 | Chargedoff | 0.31308 | 0.2775 | 6.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 110712 | 36 | Completed | 0.24753 | 0.2400 | NaN | Full-time | True | 640.0 | 659.0 | 0.0 | 1.0000 | 1 | 1 |
| 110742 | 36 | Completed | 0.29334 | 0.2700 | NaN | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 110754 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 110772 | 60 | Current | 0.27246 | 0.2468 | 7.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 110816 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Not employed | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 110920 | 36 | Completed | 0.22388 | 0.2090 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 111039 | 36 | Completed | 0.34976 | 0.3256 | NaN | Full-time | True | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 111047 | 36 | Completed | 0.29254 | 0.2574 | 5.0 | Not employed | False | 620.0 | 639.0 | 0.0 | 1.0000 | 0 | 0 |
| 111064 | 36 | Defaulted | 0.35356 | 0.3134 | 9.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 111116 | 60 | Current | 0.15752 | 0.1346 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 0.7706 | 0 | 0 |
| 111259 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 111272 | 36 | Completed | 0.20463 | 0.1825 | 9.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 111280 | 36 | Completed | 0.11749 | 0.1000 | NaN | Not available | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 111310 | 36 | Completed | 0.35285 | 0.3127 | 3.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 111347 | 60 | Chargedoff | 0.31375 | 0.2870 | 5.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 111503 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Self-employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 111578 | 36 | Chargedoff | 0.40243 | 0.3500 | 4.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 111670 | 36 | Current | 0.33286 | 0.2932 | 4.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 111707 | 36 | Completed | 0.35090 | 0.3108 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 111934 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 111974 | 36 | Completed | 0.28706 | 0.2638 | 8.0 | Not employed | False | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 112052 | 36 | Chargedoff | 0.28974 | 0.2511 | 5.0 | Not employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 112240 | 36 | Completed | 0.15713 | 0.1500 | NaN | Self-employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 112252 | 36 | Completed | 0.27306 | 0.2500 | NaN | Full-time | False | 560.0 | 579.0 | 0.0 | 1.0000 | 0 | 0 |
| 112330 | 36 | Current | 0.22742 | 0.1902 | 3.0 | Not employed | True | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 112371 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Not employed | True | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 112374 | 36 | Chargedoff | 0.16988 | 0.1627 | NaN | Self-employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 112383 | 36 | Defaulted | 0.15522 | 0.1481 | NaN | Self-employed | True | 780.0 | 799.0 | 0.0 | 1.0000 | 0 | 0 |
| 112398 | 36 | Completed | 0.08718 | 0.0700 | NaN | Retired | True | 860.0 | 879.0 | 0.0 | 1.0000 | 0 | 0 |
| 112491 | 36 | Completed | 0.22237 | 0.2000 | NaN | Self-employed | True | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 112670 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 112685 | 12 | Completed | 0.31134 | 0.2320 | 6.0 | Not employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 112784 | 60 | Past Due | 0.22693 | 0.2024 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 112821 | 36 | Past Due | 0.20564 | 0.1764 | 8.0 | Not employed | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 112917 | 36 | Past Due | 0.35797 | 0.3177 | 3.0 | Self-employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 112971 | 60 | Chargedoff | 0.24763 | 0.2249 | 7.0 | Not employed | False | 780.0 | 799.0 | 0.0 | 0.8684 | 0 | 0 |
| 113197 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Not employed | True | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 0 |
| 113409 | 36 | Completed | 0.05672 | 0.0500 | NaN | Full-time | False | 680.0 | 699.0 | 0.0 | 1.0000 | 1 | 1 |
| 113417 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Not employed | False | 700.0 | 719.0 | 0.0 | 1.0000 | 0 | 0 |
| 113485 | 36 | Completed | 0.18756 | 0.1730 | NaN | Full-time | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
| 113608 | 60 | Chargedoff | 0.24252 | 0.2199 | 6.0 | Employed | False | 660.0 | 679.0 | 0.0 | 1.0000 | 0 | 0 |
| 113622 | 36 | Chargedoff | 0.34577 | 0.3058 | 6.0 | Not employed | False | 640.0 | 659.0 | 0.0 | 1.0000 | 0 | 0 |
| 113682 | 60 | Chargedoff | 0.32680 | 0.2997 | 5.0 | Not employed | True | 760.0 | 779.0 | 0.0 | 1.0000 | 0 | 0 |
| 113686 | 36 | Completed | 0.21588 | 0.2085 | NaN | Full-time | False | 740.0 | 759.0 | 0.0 | 1.0000 | 0 | 1 |
| 113761 | 60 | Current | 0.16151 | 0.1385 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 113766 | 36 | Current | 0.12427 | 0.0964 | 8.0 | Not employed | False | 720.0 | 739.0 | 0.0 | 1.0000 | 0 | 0 |
| 113767 | 36 | Chargedoff | 0.36945 | 0.3450 | NaN | Self-employed | False | 520.0 | 539.0 | 0.0 | 1.0000 | 1 | 1 |
| 113803 | 36 | Defaulted | 0.11293 | 0.0990 | NaN | Self-employed | True | 680.0 | 699.0 | 0.0 | 1.0000 | 0 | 0 |
1393 rows × 13 columns
These rows seemed to be wrong in the StatedMonthlyIncome values. Many of them are employed of even full-time employed, and how would they have a StatedMonthlyIncome of 0? In addition, many of their credits are above average (>= 650 approximately), it would be hard to have a high credit score without a stable monthly income. Therefore, I would drop all of these rows, as considered them are outliers.
df_sub.drop(index=df_sub.query('StatedMonthlyIncome == 0').index, inplace = True);
df_sub.query('StatedMonthlyIncome >= 50000')
| Term | LoanStatus | BorrowerAPR | BorrowerRate | ProsperScore | EmploymentStatus | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3274 | 36 | Completed | 0.06576 | 0.0590 | NaN | Full-time | True | 780.0 | 799.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 4691 | 36 | Completed | 0.12528 | 0.0974 | 8.0 | Employed | True | 700.0 | 719.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 8066 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Employed | True | 660.0 | 679.0 | 4.166667e+05 | 1.0000 | 0 | 0 |
| 8870 | 36 | Chargedoff | 0.12700 | 0.1200 | NaN | Not available | True | 740.0 | 759.0 | 2.083333e+05 | 1.0000 | 0 | 0 |
| 11312 | 36 | Completed | 0.08684 | 0.0800 | NaN | Full-time | False | 780.0 | 799.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 11835 | 36 | Current | 0.13697 | 0.1089 | 9.0 | Employed | True | 720.0 | 739.0 | 5.250000e+04 | 1.0000 | 0 | 0 |
| 13039 | 36 | Current | 0.19236 | 0.1559 | 4.0 | Self-employed | True | 780.0 | 799.0 | 8.333333e+04 | 1.0000 | 0 | 0 |
| 15035 | 36 | Current | 0.14714 | 0.1189 | 10.0 | Employed | True | 720.0 | 739.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 15355 | 36 | Completed | 0.18268 | 0.1645 | NaN | Retired | True | 700.0 | 719.0 | 8.333333e+04 | 1.0000 | 0 | 0 |
| 15814 | 36 | Defaulted | 0.21739 | 0.2100 | NaN | Full-time | True | 700.0 | 719.0 | 5.861667e+04 | 1.0000 | 0 | 0 |
| 17411 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Employed | True | 660.0 | 679.0 | 4.833333e+05 | 1.0000 | 0 | 0 |
| 17598 | 36 | Completed | 0.08684 | 0.0800 | NaN | Not available | False | 720.0 | 739.0 | 6.100000e+04 | 1.0000 | 0 | 0 |
| 20708 | 36 | Completed | 0.24758 | 0.2099 | 7.0 | Employed | True | 700.0 | 719.0 | 7.836442e+04 | 1.0000 | 0 | 0 |
| 21228 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Employed | True | 640.0 | 659.0 | 5.333333e+04 | 1.0000 | 0 | 0 |
| 21250 | 36 | Completed | 0.16056 | 0.1390 | 10.0 | Employed | True | 760.0 | 779.0 | 5.333333e+04 | 0.7331 | 0 | 0 |
| 21983 | 60 | Current | 0.13227 | 0.1099 | 8.0 | Self-employed | True | 780.0 | 799.0 | 5.992742e+04 | 1.0000 | 0 | 0 |
| 25495 | 36 | Completed | 0.20614 | 0.1988 | NaN | Full-time | False | 600.0 | 619.0 | 6.499467e+04 | 1.0000 | 0 | 0 |
| 25803 | 36 | Current | 0.28032 | 0.2419 | 4.0 | Self-employed | False | 640.0 | 659.0 | 5.833333e+04 | 1.0000 | 0 | 0 |
| 27013 | 36 | Completed | 0.20200 | 0.1799 | 8.0 | Employed | True | 740.0 | 759.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 28187 | 36 | Current | 0.21290 | 0.1760 | 4.0 | Self-employed | False | 680.0 | 699.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 28298 | 60 | Current | 0.20347 | 0.1795 | 4.0 | Self-employed | False | 700.0 | 719.0 | 7.083333e+04 | 1.0000 | 0 | 0 |
| 29348 | 12 | Completed | 0.17493 | 0.1177 | 10.0 | Employed | True | 700.0 | 719.0 | 7.333333e+04 | 1.0000 | 0 | 0 |
| 31388 | 60 | Current | 0.20040 | 0.1765 | 3.0 | Self-employed | True | 700.0 | 719.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 32104 | 12 | Completed | 0.18829 | 0.1299 | 8.0 | Employed | True | 820.0 | 839.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 34950 | 60 | Current | 0.21935 | 0.1950 | 4.0 | Employed | True | 680.0 | 699.0 | 6.250000e+04 | 1.0000 | 0 | 0 |
| 35218 | 36 | Completed | 0.07389 | 0.0705 | 10.0 | Full-time | True | 860.0 | 879.0 | 1.083333e+05 | 1.0000 | 0 | 0 |
| 35833 | 36 | Current | 0.18275 | 0.1465 | 10.0 | Employed | False | 640.0 | 659.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 38795 | 36 | Current | 0.14162 | 0.1203 | 7.0 | Employed | True | 780.0 | 799.0 | 5.191533e+04 | 1.0000 | 0 | 0 |
| 40276 | 36 | Completed | 0.14448 | 0.1374 | NaN | Full-time | True | 780.0 | 799.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 44204 | 36 | Current | 0.16324 | 0.1274 | 7.0 | Employed | True | 700.0 | 719.0 | 7.444892e+04 | 1.0000 | 0 | 0 |
| 44367 | 36 | Current | 0.16259 | 0.1264 | 4.0 | Self-employed | True | 720.0 | 739.0 | 6.250000e+04 | 1.0000 | 0 | 0 |
| 44759 | 60 | Current | 0.20808 | 0.1840 | 4.0 | Employed | True | 720.0 | 739.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 45028 | 36 | Current | 0.33973 | 0.2999 | 2.0 | Self-employed | False | 620.0 | 639.0 | 1.500000e+05 | 1.0000 | 0 | 0 |
| 45563 | 36 | Current | 0.21342 | 0.1765 | 4.0 | Self-employed | False | 700.0 | 719.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 45648 | 36 | Completed | 0.09688 | 0.0900 | NaN | Full-time | True | 760.0 | 779.0 | 7.591667e+04 | 1.0000 | 0 | 0 |
| 48469 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Self-employed | False | 660.0 | 679.0 | 1.000000e+05 | 1.0000 | 0 | 0 |
| 49248 | 36 | Completed | 0.13068 | 0.1095 | 9.0 | Employed | True | 820.0 | 839.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 49929 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Employed | True | 700.0 | 719.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 50126 | 36 | Chargedoff | 0.34577 | 0.3058 | 8.0 | Employed | False | 640.0 | 659.0 | 6.000000e+04 | 1.0000 | 0 | 0 |
| 51553 | 36 | Current | 0.09434 | 0.0809 | 11.0 | Employed | True | 700.0 | 719.0 | 7.666667e+04 | 1.0000 | 0 | 0 |
| 52293 | 36 | Current | 0.12782 | 0.0999 | 10.0 | Employed | False | 720.0 | 739.0 | 8.333333e+04 | 1.0000 | 0 | 0 |
| 53014 | 12 | Completed | 0.25785 | 0.1795 | 3.0 | Self-employed | True | 720.0 | 739.0 | 6.185478e+05 | 1.0000 | 0 | 0 |
| 53167 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Self-employed | True | 740.0 | 759.0 | 1.750003e+06 | 1.0000 | 0 | 0 |
| 53386 | 36 | Current | 0.18725 | 0.1509 | 5.0 | Self-employed | False | 800.0 | 819.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 56431 | 36 | Completed | 0.06587 | 0.0625 | 10.0 | Employed | False | 780.0 | 799.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 56867 | 36 | Completed | 0.11144 | 0.1045 | NaN | Self-employed | True | 820.0 | 839.0 | 1.850818e+05 | 1.0000 | 0 | 0 |
| 57133 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Employed | True | 680.0 | 699.0 | 4.666667e+05 | 1.0000 | 0 | 0 |
| 59263 | 36 | Completed | 0.27060 | 0.2324 | 5.0 | Self-employed | True | 800.0 | 819.0 | 8.333333e+04 | 1.0000 | 0 | 0 |
| 59298 | 36 | Current | 0.24246 | 0.2049 | 6.0 | Self-employed | False | 760.0 | 779.0 | 1.208333e+05 | 1.0000 | 0 | 0 |
| 59542 | 60 | Completed | 0.24282 | 0.2179 | 4.0 | Employed | True | 680.0 | 699.0 | 7.836442e+04 | 1.0000 | 0 | 0 |
| 59928 | 36 | Completed | 0.22135 | 0.1990 | 9.0 | Full-time | False | 680.0 | 699.0 | 9.626650e+04 | 1.0000 | 0 | 0 |
| 60563 | 36 | Current | 0.18173 | 0.1599 | 9.0 | Employed | True | 700.0 | 719.0 | 7.916667e+04 | 1.0000 | 0 | 0 |
| 61443 | 36 | Completed | 0.10692 | 0.1000 | NaN | Full-time | True | 800.0 | 819.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 62274 | 36 | Completed | 0.17260 | 0.1654 | NaN | Full-time | True | 740.0 | 759.0 | 6.079108e+04 | 1.0000 | 0 | 0 |
| 62864 | 36 | Defaulted | 0.15211 | 0.1450 | NaN | Self-employed | True | 720.0 | 739.0 | 5.133333e+04 | 1.0000 | 0 | 0 |
| 63149 | 36 | Current | 0.14857 | 0.1203 | 7.0 | Employed | True | 860.0 | 879.0 | 9.166667e+04 | 1.0000 | 0 | 0 |
| 63374 | 36 | Completed | 0.31053 | 0.2750 | 7.0 | Employed | True | 700.0 | 719.0 | 7.083333e+04 | 1.0000 | 0 | 0 |
| 63925 | 36 | Completed | 0.25948 | 0.2500 | NaN | Not available | True | 560.0 | 579.0 | 1.404167e+05 | 1.0000 | 0 | 0 |
| 65042 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Full-time | True | 720.0 | 739.0 | 5.416667e+04 | 1.0000 | 0 | 0 |
| 65099 | 36 | Current | 0.09484 | 0.0814 | 10.0 | Employed | True | 820.0 | 839.0 | 7.666667e+04 | 1.0000 | 0 | 0 |
| 67643 | 36 | Completed | 0.08885 | 0.0820 | NaN | Full-time | True | 780.0 | 799.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 67756 | 36 | Current | 0.21372 | 0.1768 | 8.0 | Employed | True | 720.0 | 739.0 | 6.250000e+04 | 1.0000 | 0 | 0 |
| 68703 | 36 | Current | 0.16324 | 0.1274 | 4.0 | Employed | True | 700.0 | 719.0 | 7.444892e+04 | 1.0000 | 0 | 0 |
| 69108 | 36 | Completed | 0.22744 | 0.2200 | NaN | Not available | False | 560.0 | 579.0 | 8.000000e+04 | 1.0000 | 0 | 0 |
| 72473 | 36 | Current | 0.20268 | 0.1660 | 3.0 | Employed | True | 700.0 | 719.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 75295 | 36 | Current | 0.22108 | 0.1840 | 6.0 | Employed | False | 680.0 | 699.0 | 5.500000e+04 | 1.0000 | 0 | 0 |
| 76102 | 36 | Completed | 0.22237 | 0.2000 | 5.0 | Self-employed | True | 780.0 | 799.0 | 7.166667e+04 | 1.0000 | 0 | 0 |
| 76865 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | True | 680.0 | 699.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 77941 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Self-employed | True | 760.0 | 779.0 | 7.083333e+04 | 1.0000 | 0 | 0 |
| 78431 | 36 | Chargedoff | 0.20253 | 0.1952 | NaN | Full-time | False | 640.0 | 659.0 | 1.033341e+05 | 1.0000 | 0 | 0 |
| 80075 | 36 | Current | 0.20217 | 0.1655 | 6.0 | Employed | True | 700.0 | 719.0 | 1.583333e+05 | 1.0000 | 0 | 0 |
| 80092 | 12 | Completed | 0.18526 | 0.1279 | 8.0 | Employed | False | 680.0 | 699.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 80516 | 12 | Current | 0.25785 | 0.1795 | 2.0 | Self-employed | True | 760.0 | 779.0 | 5.416667e+04 | 1.0000 | 0 | 0 |
| 82831 | 36 | Current | 0.31012 | 0.2710 | 3.0 | Self-employed | True | 700.0 | 719.0 | 2.500000e+05 | 1.0000 | 0 | 0 |
| 83184 | 36 | Completed | 0.09223 | 0.0750 | NaN | Not available | True | 840.0 | 859.0 | 7.166667e+04 | 1.0000 | 0 | 0 |
| 83697 | 36 | Completed | 0.08684 | 0.0800 | NaN | Not available | True | 840.0 | 859.0 | 1.850818e+05 | 1.0000 | 0 | 0 |
| 89928 | 36 | Defaulted | 0.16014 | 0.1530 | NaN | Full-time | True | 660.0 | 679.0 | 5.250000e+04 | 1.0000 | 0 | 0 |
| 90539 | 60 | Current | 0.20436 | 0.1899 | 8.0 | Employed | True | 700.0 | 719.0 | 6.666667e+04 | 0.7328 | 0 | 0 |
| 91942 | 36 | Chargedoff | 0.25205 | 0.2445 | NaN | Not available | True | 700.0 | 719.0 | 5.227833e+04 | 1.0000 | 0 | 0 |
| 93680 | 36 | Completed | 0.12500 | 0.1180 | NaN | Full-time | False | 680.0 | 699.0 | 7.833333e+04 | 1.0000 | 0 | 0 |
| 93996 | 60 | Current | 0.20347 | 0.1795 | 10.0 | Self-employed | False | 700.0 | 719.0 | 7.083333e+04 | 1.0000 | 0 | 0 |
| 100005 | 36 | Current | 0.12691 | 0.0990 | 3.0 | Self-employed | True | 760.0 | 779.0 | 5.500000e+04 | 1.0000 | 0 | 0 |
| 100431 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Full-time | True | 640.0 | 659.0 | 7.035000e+04 | 1.0000 | 0 | 0 |
| 103950 | 60 | Current | 0.12211 | 0.1199 | 10.0 | Employed | True | 760.0 | 779.0 | 5.416667e+04 | 0.7027 | 0 | 0 |
| 104608 | 60 | Current | 0.18555 | 0.1620 | 8.0 | Employed | True | 680.0 | 699.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 104834 | 36 | Current | 0.20564 | 0.1764 | 8.0 | Employed | True | 720.0 | 739.0 | 7.083333e+04 | 1.0000 | 0 | 0 |
| 105248 | 36 | Current | 0.20562 | 0.1685 | 5.0 | Employed | True | 700.0 | 719.0 | 7.083333e+04 | 1.0000 | 0 | 0 |
| 108154 | 36 | Current | 0.14857 | 0.1203 | 9.0 | Employed | True | 720.0 | 739.0 | 5.250000e+04 | 1.0000 | 0 | 0 |
| 109043 | 36 | Current | 0.18214 | 0.1459 | 7.0 | Employed | True | 700.0 | 719.0 | 6.875000e+04 | 1.0000 | 0 | 0 |
| 111265 | 60 | Completed | 0.20593 | 0.1819 | 9.0 | Employed | False | 640.0 | 659.0 | 1.087500e+05 | 1.0000 | 0 | 0 |
| 113270 | 36 | Current | 0.22712 | 0.1899 | 6.0 | Employed | False | 680.0 | 699.0 | 3.944000e+05 | 1.0000 | 0 | 0 |
| Term | LoanStatus | BorrowerAPR | BorrowerRate | ProsperScore | EmploymentStatus | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3274 | 36 | Completed | 0.06576 | 0.0590 | NaN | Full-time | True | 780.0 | 799.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 4691 | 36 | Completed | 0.12528 | 0.0974 | 8.0 | Employed | True | 700.0 | 719.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 8066 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Employed | True | 660.0 | 679.0 | 4.166667e+05 | 1.0000 | 0 | 0 |
| 8870 | 36 | Chargedoff | 0.12700 | 0.1200 | NaN | Not available | True | 740.0 | 759.0 | 2.083333e+05 | 1.0000 | 0 | 0 |
| 11312 | 36 | Completed | 0.08684 | 0.0800 | NaN | Full-time | False | 780.0 | 799.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 11835 | 36 | Current | 0.13697 | 0.1089 | 9.0 | Employed | True | 720.0 | 739.0 | 5.250000e+04 | 1.0000 | 0 | 0 |
| 13039 | 36 | Current | 0.19236 | 0.1559 | 4.0 | Self-employed | True | 780.0 | 799.0 | 8.333333e+04 | 1.0000 | 0 | 0 |
| 15035 | 36 | Current | 0.14714 | 0.1189 | 10.0 | Employed | True | 720.0 | 739.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 15355 | 36 | Completed | 0.18268 | 0.1645 | NaN | Retired | True | 700.0 | 719.0 | 8.333333e+04 | 1.0000 | 0 | 0 |
| 15814 | 36 | Defaulted | 0.21739 | 0.2100 | NaN | Full-time | True | 700.0 | 719.0 | 5.861667e+04 | 1.0000 | 0 | 0 |
| 17411 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Employed | True | 660.0 | 679.0 | 4.833333e+05 | 1.0000 | 0 | 0 |
| 17598 | 36 | Completed | 0.08684 | 0.0800 | NaN | Not available | False | 720.0 | 739.0 | 6.100000e+04 | 1.0000 | 0 | 0 |
| 20708 | 36 | Completed | 0.24758 | 0.2099 | 7.0 | Employed | True | 700.0 | 719.0 | 7.836442e+04 | 1.0000 | 0 | 0 |
| 21228 | 36 | Current | 0.32446 | 0.2850 | 2.0 | Employed | True | 640.0 | 659.0 | 5.333333e+04 | 1.0000 | 0 | 0 |
| 21250 | 36 | Completed | 0.16056 | 0.1390 | 10.0 | Employed | True | 760.0 | 779.0 | 5.333333e+04 | 0.7331 | 0 | 0 |
| 21983 | 60 | Current | 0.13227 | 0.1099 | 8.0 | Self-employed | True | 780.0 | 799.0 | 5.992742e+04 | 1.0000 | 0 | 0 |
| 25495 | 36 | Completed | 0.20614 | 0.1988 | NaN | Full-time | False | 600.0 | 619.0 | 6.499467e+04 | 1.0000 | 0 | 0 |
| 25803 | 36 | Current | 0.28032 | 0.2419 | 4.0 | Self-employed | False | 640.0 | 659.0 | 5.833333e+04 | 1.0000 | 0 | 0 |
| 27013 | 36 | Completed | 0.20200 | 0.1799 | 8.0 | Employed | True | 740.0 | 759.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 28187 | 36 | Current | 0.21290 | 0.1760 | 4.0 | Self-employed | False | 680.0 | 699.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 28298 | 60 | Current | 0.20347 | 0.1795 | 4.0 | Self-employed | False | 700.0 | 719.0 | 7.083333e+04 | 1.0000 | 0 | 0 |
| 29348 | 12 | Completed | 0.17493 | 0.1177 | 10.0 | Employed | True | 700.0 | 719.0 | 7.333333e+04 | 1.0000 | 0 | 0 |
| 31388 | 60 | Current | 0.20040 | 0.1765 | 3.0 | Self-employed | True | 700.0 | 719.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 32104 | 12 | Completed | 0.18829 | 0.1299 | 8.0 | Employed | True | 820.0 | 839.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 34950 | 60 | Current | 0.21935 | 0.1950 | 4.0 | Employed | True | 680.0 | 699.0 | 6.250000e+04 | 1.0000 | 0 | 0 |
| 35218 | 36 | Completed | 0.07389 | 0.0705 | 10.0 | Full-time | True | 860.0 | 879.0 | 1.083333e+05 | 1.0000 | 0 | 0 |
| 35833 | 36 | Current | 0.18275 | 0.1465 | 10.0 | Employed | False | 640.0 | 659.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 38795 | 36 | Current | 0.14162 | 0.1203 | 7.0 | Employed | True | 780.0 | 799.0 | 5.191533e+04 | 1.0000 | 0 | 0 |
| 40276 | 36 | Completed | 0.14448 | 0.1374 | NaN | Full-time | True | 780.0 | 799.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 44204 | 36 | Current | 0.16324 | 0.1274 | 7.0 | Employed | True | 700.0 | 719.0 | 7.444892e+04 | 1.0000 | 0 | 0 |
| 44367 | 36 | Current | 0.16259 | 0.1264 | 4.0 | Self-employed | True | 720.0 | 739.0 | 6.250000e+04 | 1.0000 | 0 | 0 |
| 44759 | 60 | Current | 0.20808 | 0.1840 | 4.0 | Employed | True | 720.0 | 739.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 45028 | 36 | Current | 0.33973 | 0.2999 | 2.0 | Self-employed | False | 620.0 | 639.0 | 1.500000e+05 | 1.0000 | 0 | 0 |
| 45563 | 36 | Current | 0.21342 | 0.1765 | 4.0 | Self-employed | False | 700.0 | 719.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 45648 | 36 | Completed | 0.09688 | 0.0900 | NaN | Full-time | True | 760.0 | 779.0 | 7.591667e+04 | 1.0000 | 0 | 0 |
| 48469 | 36 | Completed | 0.35643 | 0.3199 | 5.0 | Self-employed | False | 660.0 | 679.0 | 1.000000e+05 | 1.0000 | 0 | 0 |
| 49248 | 36 | Completed | 0.13068 | 0.1095 | 9.0 | Employed | True | 820.0 | 839.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 49929 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Employed | True | 700.0 | 719.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 50126 | 36 | Chargedoff | 0.34577 | 0.3058 | 8.0 | Employed | False | 640.0 | 659.0 | 6.000000e+04 | 1.0000 | 0 | 0 |
| 51553 | 36 | Current | 0.09434 | 0.0809 | 11.0 | Employed | True | 700.0 | 719.0 | 7.666667e+04 | 1.0000 | 0 | 0 |
| 52293 | 36 | Current | 0.12782 | 0.0999 | 10.0 | Employed | False | 720.0 | 739.0 | 8.333333e+04 | 1.0000 | 0 | 0 |
| 53014 | 12 | Completed | 0.25785 | 0.1795 | 3.0 | Self-employed | True | 720.0 | 739.0 | 6.185478e+05 | 1.0000 | 0 | 0 |
| 53167 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Self-employed | True | 740.0 | 759.0 | 1.750003e+06 | 1.0000 | 0 | 0 |
| 53386 | 36 | Current | 0.18725 | 0.1509 | 5.0 | Self-employed | False | 800.0 | 819.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 56431 | 36 | Completed | 0.06587 | 0.0625 | 10.0 | Employed | False | 780.0 | 799.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 56867 | 36 | Completed | 0.11144 | 0.1045 | NaN | Self-employed | True | 820.0 | 839.0 | 1.850818e+05 | 1.0000 | 0 | 0 |
| 57133 | 36 | Current | 0.35643 | 0.3199 | 5.0 | Employed | True | 680.0 | 699.0 | 4.666667e+05 | 1.0000 | 0 | 0 |
| 59263 | 36 | Completed | 0.27060 | 0.2324 | 5.0 | Self-employed | True | 800.0 | 819.0 | 8.333333e+04 | 1.0000 | 0 | 0 |
| 59298 | 36 | Current | 0.24246 | 0.2049 | 6.0 | Self-employed | False | 760.0 | 779.0 | 1.208333e+05 | 1.0000 | 0 | 0 |
| 59542 | 60 | Completed | 0.24282 | 0.2179 | 4.0 | Employed | True | 680.0 | 699.0 | 7.836442e+04 | 1.0000 | 0 | 0 |
| 59928 | 36 | Completed | 0.22135 | 0.1990 | 9.0 | Full-time | False | 680.0 | 699.0 | 9.626650e+04 | 1.0000 | 0 | 0 |
| 60563 | 36 | Current | 0.18173 | 0.1599 | 9.0 | Employed | True | 700.0 | 719.0 | 7.916667e+04 | 1.0000 | 0 | 0 |
| 61443 | 36 | Completed | 0.10692 | 0.1000 | NaN | Full-time | True | 800.0 | 819.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 62274 | 36 | Completed | 0.17260 | 0.1654 | NaN | Full-time | True | 740.0 | 759.0 | 6.079108e+04 | 1.0000 | 0 | 0 |
| 62864 | 36 | Defaulted | 0.15211 | 0.1450 | NaN | Self-employed | True | 720.0 | 739.0 | 5.133333e+04 | 1.0000 | 0 | 0 |
| 63149 | 36 | Current | 0.14857 | 0.1203 | 7.0 | Employed | True | 860.0 | 879.0 | 9.166667e+04 | 1.0000 | 0 | 0 |
| 63374 | 36 | Completed | 0.31053 | 0.2750 | 7.0 | Employed | True | 700.0 | 719.0 | 7.083333e+04 | 1.0000 | 0 | 0 |
| 63925 | 36 | Completed | 0.25948 | 0.2500 | NaN | Not available | True | 560.0 | 579.0 | 1.404167e+05 | 1.0000 | 0 | 0 |
| 65042 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Full-time | True | 720.0 | 739.0 | 5.416667e+04 | 1.0000 | 0 | 0 |
| 65099 | 36 | Current | 0.09484 | 0.0814 | 10.0 | Employed | True | 820.0 | 839.0 | 7.666667e+04 | 1.0000 | 0 | 0 |
| 67643 | 36 | Completed | 0.08885 | 0.0820 | NaN | Full-time | True | 780.0 | 799.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 67756 | 36 | Current | 0.21372 | 0.1768 | 8.0 | Employed | True | 720.0 | 739.0 | 6.250000e+04 | 1.0000 | 0 | 0 |
| 68703 | 36 | Current | 0.16324 | 0.1274 | 4.0 | Employed | True | 700.0 | 719.0 | 7.444892e+04 | 1.0000 | 0 | 0 |
| 69108 | 36 | Completed | 0.22744 | 0.2200 | NaN | Not available | False | 560.0 | 579.0 | 8.000000e+04 | 1.0000 | 0 | 0 |
| 72473 | 36 | Current | 0.20268 | 0.1660 | 3.0 | Employed | True | 700.0 | 719.0 | 5.000000e+04 | 1.0000 | 0 | 0 |
| 75295 | 36 | Current | 0.22108 | 0.1840 | 6.0 | Employed | False | 680.0 | 699.0 | 5.500000e+04 | 1.0000 | 0 | 0 |
| 76102 | 36 | Completed | 0.22237 | 0.2000 | 5.0 | Self-employed | True | 780.0 | 799.0 | 7.166667e+04 | 1.0000 | 0 | 0 |
| 76865 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | True | 680.0 | 699.0 | 7.500000e+04 | 1.0000 | 0 | 0 |
| 77941 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Self-employed | True | 760.0 | 779.0 | 7.083333e+04 | 1.0000 | 0 | 0 |
| 78431 | 36 | Chargedoff | 0.20253 | 0.1952 | NaN | Full-time | False | 640.0 | 659.0 | 1.033341e+05 | 1.0000 | 0 | 0 |
| 80075 | 36 | Current | 0.20217 | 0.1655 | 6.0 | Employed | True | 700.0 | 719.0 | 1.583333e+05 | 1.0000 | 0 | 0 |
| 80092 | 12 | Completed | 0.18526 | 0.1279 | 8.0 | Employed | False | 680.0 | 699.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 80516 | 12 | Current | 0.25785 | 0.1795 | 2.0 | Self-employed | True | 760.0 | 779.0 | 5.416667e+04 | 1.0000 | 0 | 0 |
| 82831 | 36 | Current | 0.31012 | 0.2710 | 3.0 | Self-employed | True | 700.0 | 719.0 | 2.500000e+05 | 1.0000 | 0 | 0 |
| 83184 | 36 | Completed | 0.09223 | 0.0750 | NaN | Not available | True | 840.0 | 859.0 | 7.166667e+04 | 1.0000 | 0 | 0 |
| 83697 | 36 | Completed | 0.08684 | 0.0800 | NaN | Not available | True | 840.0 | 859.0 | 1.850818e+05 | 1.0000 | 0 | 0 |
| 89928 | 36 | Defaulted | 0.16014 | 0.1530 | NaN | Full-time | True | 660.0 | 679.0 | 5.250000e+04 | 1.0000 | 0 | 0 |
| 90539 | 60 | Current | 0.20436 | 0.1899 | 8.0 | Employed | True | 700.0 | 719.0 | 6.666667e+04 | 0.7328 | 0 | 0 |
| 91942 | 36 | Chargedoff | 0.25205 | 0.2445 | NaN | Not available | True | 700.0 | 719.0 | 5.227833e+04 | 1.0000 | 0 | 0 |
| 93680 | 36 | Completed | 0.12500 | 0.1180 | NaN | Full-time | False | 680.0 | 699.0 | 7.833333e+04 | 1.0000 | 0 | 0 |
| 93996 | 60 | Current | 0.20347 | 0.1795 | 10.0 | Self-employed | False | 700.0 | 719.0 | 7.083333e+04 | 1.0000 | 0 | 0 |
| 100005 | 36 | Current | 0.12691 | 0.0990 | 3.0 | Self-employed | True | 760.0 | 779.0 | 5.500000e+04 | 1.0000 | 0 | 0 |
| 100431 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Full-time | True | 640.0 | 659.0 | 7.035000e+04 | 1.0000 | 0 | 0 |
| 103950 | 60 | Current | 0.12211 | 0.1199 | 10.0 | Employed | True | 760.0 | 779.0 | 5.416667e+04 | 0.7027 | 0 | 0 |
| 104608 | 60 | Current | 0.18555 | 0.1620 | 8.0 | Employed | True | 680.0 | 699.0 | 6.666667e+04 | 1.0000 | 0 | 0 |
| 104834 | 36 | Current | 0.20564 | 0.1764 | 8.0 | Employed | True | 720.0 | 739.0 | 7.083333e+04 | 1.0000 | 0 | 0 |
| 105248 | 36 | Current | 0.20562 | 0.1685 | 5.0 | Employed | True | 700.0 | 719.0 | 7.083333e+04 | 1.0000 | 0 | 0 |
| 108154 | 36 | Current | 0.14857 | 0.1203 | 9.0 | Employed | True | 720.0 | 739.0 | 5.250000e+04 | 1.0000 | 0 | 0 |
| 109043 | 36 | Current | 0.18214 | 0.1459 | 7.0 | Employed | True | 700.0 | 719.0 | 6.875000e+04 | 1.0000 | 0 | 0 |
| 111265 | 60 | Completed | 0.20593 | 0.1819 | 9.0 | Employed | False | 640.0 | 659.0 | 1.087500e+05 | 1.0000 | 0 | 0 |
| 113270 | 36 | Current | 0.22712 | 0.1899 | 6.0 | Employed | False | 680.0 | 699.0 | 3.944000e+05 | 1.0000 | 0 | 0 |
These rows seem not to be wrong, as the variables all look valid. Nevertheless, just as stated above, their existence affect the drawing of correlation graphs in the later section, it is not ideal to plot with such great outliers. Hence all StatedMonthlyIncome >= 50000 can be dropped, they are really too far from majority of values.
df_sub.drop(index=df_sub.query('StatedMonthlyIncome >= 50000').index, inplace = True);
# plot the StatedMonthlyIncome again
log_binsize = 0.025
bins = 10 ** np.arange(0.0, np.log10(df_sub.StatedMonthlyIncome.max())+log_binsize, log_binsize)
# insert a bin at 0, since there are some values = 0 for StatedMonthlyIncome
bins = list(bins)
bins.insert(0, 0)
plt.figure(figsize= (10, 5))
plt.hist(data=df_sub, x='StatedMonthlyIncome', bins=bins)
# change the graph to log scale
plt.xscale('log');
plt.xticks([500, 1e3, 2e3, 5e3, 1e4, 2e4, 5e4], [ 500, '1k', '2k', '5k', '10k', '20k', '50k'])
plt.xlabel('StatedMonthlyIncome ($)')
plt.ylabel('Count');
There is still a group of outliers around 0, but fewer than before, take a look at them.
df_sub.query('StatedMonthlyIncome <= 200')
| Term | LoanStatus | BorrowerAPR | BorrowerRate | ProsperScore | EmploymentStatus | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 22 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Other | False | 700.0 | 719.0 | 118.333333 | 1.0000 | 0 | 0 |
| 146 | 36 | Completed | 0.09939 | 0.0925 | NaN | NaN | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 184 | 36 | Defaulted | 0.26590 | 0.2500 | NaN | Not available | False | 480.0 | 499.0 | 200.000000 | 1.0000 | 0 | 0 |
| 226 | 36 | Completed | 0.11749 | 0.1000 | NaN | Full-time | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 576 | 36 | Completed | 0.10505 | 0.0935 | NaN | Retired | False | 800.0 | 819.0 | 0.083333 | 1.0000 | 0 | 0 |
| 626 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | False | 700.0 | 719.0 | 3.833333 | 1.0000 | 0 | 0 |
| 895 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Self-employed | True | 700.0 | 719.0 | 14.583333 | 1.0000 | 0 | 0 |
| 1242 | 36 | Completed | 0.11415 | 0.1072 | NaN | Not employed | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 1356 | 36 | Completed | 0.14982 | 0.1284 | NaN | Part-time | False | 520.0 | 539.0 | 48.333333 | 1.0000 | 0 | 0 |
| 1925 | 36 | Defaulted | 0.08684 | 0.0800 | NaN | Not employed | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 1 | 1 |
| 2089 | 12 | Defaulted | 0.35843 | 0.2669 | 4.0 | Self-employed | False | 740.0 | 759.0 | 175.000000 | 1.0000 | 0 | 0 |
| 2138 | 36 | Completed | 0.23250 | 0.2100 | NaN | Full-time | True | 660.0 | 679.0 | 3.333333 | 1.0000 | 0 | 0 |
| 2217 | 36 | Completed | 0.16436 | 0.1572 | NaN | Not available | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 2394 | 36 | Defaulted | 0.18726 | 0.1800 | NaN | Not employed | False | 780.0 | 799.0 | 0.083333 | 1.0000 | 0 | 0 |
| 2452 | 36 | Current | 0.28851 | 0.2499 | 6.0 | Self-employed | True | 700.0 | 719.0 | 9.416667 | 1.0000 | 0 | 0 |
| 2712 | 36 | Completed | 0.20936 | 0.2020 | NaN | NaN | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 2715 | 36 | Completed | 0.18224 | 0.1750 | NaN | Not available | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 3174 | 36 | Past Due | 0.35643 | 0.3199 | 4.0 | Employed | False | 660.0 | 679.0 | 158.333333 | 1.0000 | 0 | 0 |
| 3300 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Employed | False | 680.0 | 699.0 | 8.333333 | 1.0000 | 0 | 0 |
| 3339 | 36 | Chargedoff | 0.21739 | 0.2100 | NaN | Full-time | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 3494 | 36 | Chargedoff | 0.22744 | 0.2200 | NaN | Not employed | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 4424 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | False | 700.0 | 719.0 | 200.000000 | 1.0000 | 0 | 0 |
| 4786 | 36 | Completed | 0.10542 | 0.0985 | NaN | Full-time | False | 760.0 | 779.0 | 125.000000 | 1.0000 | 0 | 0 |
| 4827 | 36 | Completed | 0.08971 | 0.0725 | NaN | Self-employed | False | 800.0 | 819.0 | 0.083333 | 1.0000 | 0 | 0 |
| 4968 | 36 | Defaulted | 0.18726 | 0.1800 | NaN | Full-time | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 1 | 1 |
| 5154 | 36 | Current | 0.35285 | 0.3127 | 3.0 | Employed | False | 680.0 | 699.0 | 150.000000 | 1.0000 | 0 | 0 |
| 5186 | 36 | Completed | 0.15713 | 0.1500 | NaN | Self-employed | False | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 5567 | 36 | Defaulted | 0.23748 | 0.2300 | NaN | Not available | True | 640.0 | 659.0 | 0.833333 | 1.0000 | 0 | 0 |
| 5743 | 36 | Completed | 0.15412 | 0.1470 | NaN | Not available | False | 600.0 | 619.0 | 83.333333 | 1.0000 | 0 | 0 |
| 5806 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | True | 720.0 | 739.0 | 5.833333 | 1.0000 | 0 | 0 |
| 5961 | 36 | Chargedoff | 0.08971 | 0.0725 | NaN | Not available | False | 460.0 | 479.0 | 125.000000 | 1.0000 | 0 | 0 |
| 5976 | 36 | Defaulted | 0.15428 | 0.1400 | NaN | Full-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 6965 | 36 | Defaulted | 0.20735 | 0.2000 | NaN | Self-employed | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 7086 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | False | 600.0 | 619.0 | 158.333333 | 1.0000 | 0 | 0 |
| 7608 | 36 | Chargedoff | 0.07045 | 0.0500 | NaN | Full-time | False | 540.0 | 559.0 | 133.333333 | 1.0000 | 0 | 0 |
| 7836 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Employed | False | 700.0 | 719.0 | 167.750000 | 1.0000 | 0 | 0 |
| 7856 | 36 | Completed | 0.15878 | 0.1495 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 7871 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | False | 720.0 | 739.0 | 3.000000 | 1.0000 | 0 | 0 |
| 7872 | 60 | Current | 0.27246 | 0.2468 | 7.0 | Employed | False | 720.0 | 739.0 | 166.666667 | 1.0000 | 0 | 0 |
| 8010 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Self-employed | True | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 8054 | 36 | Chargedoff | 0.13453 | 0.1275 | NaN | Self-employed | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 8093 | 36 | Defaulted | 0.27767 | 0.2700 | NaN | Not available | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 8246 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Full-time | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 0 |
| 8449 | 36 | Completed | 0.28545 | 0.2700 | NaN | Self-employed | False | 540.0 | 559.0 | 0.083333 | 1.0000 | 1 | 0 |
| 8462 | 36 | Completed | 0.16767 | 0.1605 | NaN | NaN | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 8501 | 36 | Completed | 0.13855 | 0.1315 | NaN | NaN | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 8748 | 36 | Chargedoff | 0.35858 | 0.3220 | 6.0 | Employed | True | 640.0 | 659.0 | 1.833333 | 1.0000 | 0 | 0 |
| 8829 | 36 | Completed | 0.25757 | 0.2500 | NaN | Self-employed | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 8936 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Full-time | False | 700.0 | 719.0 | 116.666667 | 1.0000 | 0 | 0 |
| 9410 | 36 | Completed | 0.28771 | 0.2800 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 9972 | 36 | Chargedoff | 0.16991 | 0.1555 | NaN | Part-time | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 1 |
| 10009 | 36 | Chargedoff | 0.19730 | 0.1900 | NaN | Self-employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 0 |
| 10018 | 36 | Current | 0.32538 | 0.2859 | 2.0 | Employed | False | 660.0 | 679.0 | 15.000000 | 1.0000 | 0 | 0 |
| 10432 | 36 | Completed | 0.10692 | 0.1000 | NaN | Not available | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 10567 | 36 | Defaulted | 0.15286 | 0.1350 | NaN | Full-time | True | 640.0 | 659.0 | 133.333333 | 1.0000 | 0 | 0 |
| 10925 | 36 | Chargedoff | 0.14984 | 0.1350 | NaN | Self-employed | False | 680.0 | 699.0 | 100.000000 | 1.0000 | 0 | 0 |
| 10969 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Employed | False | 720.0 | 739.0 | 2.500000 | 1.0000 | 0 | 0 |
| 11091 | 36 | Chargedoff | 0.18224 | 0.1750 | NaN | Not available | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 11103 | 36 | Completed | 0.27566 | 0.2680 | NaN | Full-time | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 11162 | 36 | Completed | 0.12198 | 0.1150 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 11815 | 36 | Chargedoff | 0.35805 | 0.3500 | NaN | Full-time | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 2 | 0 |
| 12009 | 60 | Past Due | 0.27462 | 0.2489 | 6.0 | Employed | True | 720.0 | 739.0 | 125.000000 | 1.0000 | 0 | 0 |
| 12013 | 60 | Current | 0.31375 | 0.2870 | 5.0 | Employed | True | 740.0 | 759.0 | 4.500000 | 1.0000 | 0 | 0 |
| 12120 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Self-employed | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 12375 | 36 | Completed | 0.19196 | 0.1700 | NaN | Full-time | False | 620.0 | 639.0 | 100.000000 | 1.0000 | 1 | 1 |
| 12562 | 36 | Chargedoff | 0.18726 | 0.1800 | NaN | Not available | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 12763 | 36 | Chargedoff | 0.29740 | 0.2740 | 8.0 | Full-time | False | 680.0 | 699.0 | 166.666667 | 1.0000 | 0 | 0 |
| 12860 | 36 | Completed | 0.21223 | 0.1900 | NaN | Part-time | False | 640.0 | 659.0 | 178.000000 | 1.0000 | 0 | 0 |
| 12976 | 36 | Completed | 0.17722 | 0.1700 | NaN | Not employed | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 13102 | 36 | Completed | 0.17722 | 0.1700 | NaN | NaN | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 13227 | 36 | Defaulted | 0.24891 | 0.2300 | NaN | Not available | True | 540.0 | 559.0 | 175.000000 | 1.0000 | 0 | 0 |
| 13773 | 36 | Completed | 0.16802 | 0.1500 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 14013 | 36 | Defaulted | 0.26611 | 0.2470 | NaN | Full-time | False | 600.0 | 619.0 | 125.000000 | 1.0000 | 0 | 0 |
| 14096 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Self-employed | False | 680.0 | 699.0 | 2.166667 | 1.0000 | 0 | 0 |
| 14126 | 60 | Past Due | 0.27554 | 0.2498 | 7.0 | Employed | False | 720.0 | 739.0 | 2.916667 | 1.0000 | 0 | 0 |
| 14599 | 36 | Completed | 0.14983 | 0.1320 | NaN | Not employed | False | 680.0 | 699.0 | 175.000000 | 1.0000 | 0 | 0 |
| 14717 | 36 | Chargedoff | 0.19340 | 0.1820 | NaN | Part-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 15570 | 36 | Completed | 0.20735 | 0.2000 | NaN | Not available | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 16163 | 36 | Current | 0.33553 | 0.2958 | 6.0 | Other | True | 680.0 | 699.0 | 83.333333 | 1.0000 | 0 | 0 |
| 16613 | 36 | Completed | 0.09437 | 0.0875 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 16750 | 60 | Current | 0.13942 | 0.1169 | 9.0 | Self-employed | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 16827 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | True | 500.0 | 519.0 | 0.083333 | 1.0000 | 0 | 0 |
| 16849 | 36 | Current | 0.31790 | 0.2786 | 5.0 | Employed | False | 680.0 | 699.0 | 4.333333 | 1.0000 | 0 | 0 |
| 17117 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 17206 | 36 | Chargedoff | 0.30630 | 0.2900 | NaN | Not available | False | 520.0 | 539.0 | 158.500000 | 1.0000 | 0 | 0 |
| 17263 | 36 | Chargedoff | 0.35643 | 0.3199 | 4.0 | Self-employed | False | 680.0 | 699.0 | 83.333333 | 0.9126 | 0 | 0 |
| 18463 | 36 | Defaulted | 0.19981 | 0.1925 | NaN | Full-time | False | 660.0 | 679.0 | 141.666667 | 1.0000 | 0 | 0 |
| 19105 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Self-employed | False | 680.0 | 699.0 | 125.000000 | 1.0000 | 0 | 0 |
| 19112 | 12 | Completed | 0.16033 | 0.1033 | 5.0 | Employed | False | 760.0 | 779.0 | 200.000000 | 1.0000 | 0 | 0 |
| 19240 | 36 | Past Due | 0.35356 | 0.3134 | 3.0 | Employed | True | 680.0 | 699.0 | 125.000000 | 1.0000 | 0 | 0 |
| 19270 | 36 | Completed | 0.11947 | 0.1125 | NaN | Full-time | True | 740.0 | 759.0 | 2.500000 | 1.0000 | 0 | 0 |
| 19287 | 36 | Chargedoff | 0.23447 | 0.2270 | NaN | Self-employed | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 19332 | 36 | Completed | 0.10867 | 0.1000 | NaN | Not available | False | 760.0 | 779.0 | 200.000000 | 1.0000 | 0 | 0 |
| 19502 | 36 | Completed | 0.15713 | 0.1500 | NaN | Self-employed | True | 820.0 | 839.0 | 0.083333 | 1.0000 | 0 | 0 |
| 19622 | 36 | Chargedoff | 0.20735 | 0.2000 | NaN | Not employed | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 19643 | 36 | Completed | 0.16717 | 0.1600 | NaN | Full-time | False | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 19885 | 36 | Defaulted | 0.27535 | 0.2600 | NaN | Self-employed | True | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 19924 | 36 | Completed | 0.14056 | 0.1335 | NaN | Not available | False | 660.0 | 679.0 | 166.000000 | 1.0000 | 0 | 0 |
| 20015 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Other | True | 660.0 | 679.0 | 116.666667 | 1.0000 | 0 | 0 |
| 20097 | 36 | Past Due | 0.35356 | 0.3134 | 3.0 | Employed | True | 720.0 | 739.0 | 133.333333 | 1.0000 | 0 | 0 |
| 20524 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 500.0 | 519.0 | 0.083333 | 1.0000 | 0 | 0 |
| 20639 | 36 | Completed | 0.18994 | 0.1680 | NaN | Full-time | False | 640.0 | 659.0 | 100.000000 | 1.0000 | 0 | 0 |
| 20650 | 36 | Completed | 0.23246 | 0.2250 | NaN | NaN | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 20820 | 60 | Completed | 0.31375 | 0.2870 | 5.0 | Self-employed | True | 720.0 | 739.0 | 5.416667 | 1.0000 | 0 | 0 |
| 20903 | 36 | Chargedoff | 0.22778 | 0.2100 | NaN | Not available | False | 480.0 | 499.0 | 183.333333 | 1.0000 | 0 | 0 |
| 21320 | 36 | Completed | 0.13797 | 0.1262 | NaN | Full-time | False | 680.0 | 699.0 | 141.666667 | 1.0000 | 0 | 0 |
| 21647 | 12 | Completed | 0.29287 | 0.1936 | 6.0 | Employed | False | 700.0 | 719.0 | 4.166667 | 1.0000 | 0 | 0 |
| 21792 | 36 | Completed | 0.20735 | 0.2000 | NaN | Self-employed | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 21872 | 36 | Current | 0.23438 | 0.1970 | 4.0 | Self-employed | True | 660.0 | 679.0 | 10.000000 | 1.0000 | 0 | 0 |
| 22462 | 36 | Completed | 0.18525 | 0.1780 | NaN | Self-employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 1 |
| 22481 | 36 | Completed | 0.29776 | 0.2900 | NaN | Self-employed | True | 660.0 | 679.0 | 128.250000 | 1.0000 | 0 | 0 |
| 22678 | 36 | Completed | 0.18475 | 0.1775 | NaN | NaN | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 22687 | 36 | Chargedoff | 0.13705 | 0.1300 | NaN | Retired | False | 720.0 | 739.0 | 158.666667 | 1.0000 | 1 | 1 |
| 22905 | 36 | Completed | 0.15994 | 0.1528 | NaN | Not employed | False | 640.0 | 659.0 | 125.250000 | 1.0000 | 0 | 0 |
| 22953 | 36 | Defaulted | 0.08213 | 0.0650 | NaN | Not available | False | 540.0 | 559.0 | 116.666667 | 1.0000 | 0 | 0 |
| 23058 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Other | False | 700.0 | 719.0 | 187.250000 | 1.0000 | 0 | 0 |
| 23264 | 36 | Completed | 0.34577 | 0.3058 | 4.0 | Employed | False | 720.0 | 739.0 | 166.666667 | 1.0000 | 0 | 0 |
| 23384 | 36 | Completed | 0.14608 | 0.1390 | NaN | Self-employed | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 23686 | 36 | Completed | 0.12691 | 0.0990 | 6.0 | Self-employed | True | 780.0 | 799.0 | 41.666667 | 1.0000 | 0 | 0 |
| 23701 | 36 | Past Due | 0.35356 | 0.3134 | 3.0 | Employed | False | 660.0 | 679.0 | 100.000000 | 1.0000 | 0 | 0 |
| 24113 | 36 | Defaulted | 0.22231 | 0.2149 | NaN | Self-employed | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 4 | 2 |
| 24186 | 36 | Completed | 0.24507 | 0.2300 | NaN | Self-employed | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 24514 | 36 | Defaulted | 0.22643 | 0.2190 | NaN | Full-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 0 |
| 24768 | 60 | Current | 0.27462 | 0.2489 | 6.0 | Self-employed | True | 760.0 | 779.0 | 1.666667 | 1.0000 | 0 | 0 |
| 24848 | 36 | Chargedoff | 0.27909 | 0.2637 | NaN | Full-time | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 1 | 1 |
| 24898 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Employed | True | 760.0 | 779.0 | 100.000000 | 1.0000 | 0 | 0 |
| 25329 | 36 | Past Due | 0.35356 | 0.3134 | 4.0 | Other | True | 780.0 | 799.0 | 0.083333 | 1.0000 | 0 | 0 |
| 26112 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Full-time | False | 660.0 | 679.0 | 2.416667 | 1.0000 | 0 | 0 |
| 26362 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Employed | False | 700.0 | 719.0 | 181.250000 | 1.0000 | 0 | 0 |
| 26424 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Other | False | 700.0 | 719.0 | 141.666667 | 1.0000 | 0 | 0 |
| 26734 | 36 | Defaulted | 0.12700 | 0.1200 | NaN | Full-time | True | 780.0 | 799.0 | 0.083333 | 1.0000 | 2 | 0 |
| 26765 | 36 | Chargedoff | 0.22904 | 0.2216 | NaN | Full-time | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 26875 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Other | True | 740.0 | 759.0 | 147.916667 | 1.0000 | 0 | 0 |
| 27006 | 36 | Completed | 0.27404 | 0.2587 | NaN | Full-time | False | 700.0 | 719.0 | 4.166667 | 1.0000 | 1 | 0 |
| 27093 | 36 | Completed | 0.23457 | 0.2271 | NaN | Part-time | False | 620.0 | 639.0 | 79.166667 | 1.0000 | 0 | 0 |
| 27865 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | False | 720.0 | 739.0 | 2.333333 | 1.0000 | 0 | 0 |
| 28149 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | False | 680.0 | 699.0 | 166.666667 | 1.0000 | 0 | 0 |
| 28608 | 36 | Chargedoff | 0.13453 | 0.1275 | NaN | Full-time | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 28677 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Self-employed | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 28722 | 36 | Chargedoff | 0.21739 | 0.2100 | NaN | Full-time | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 1 | 1 |
| 28852 | 36 | Completed | 0.19914 | 0.1900 | NaN | Not available | False | 640.0 | 659.0 | 100.000000 | 1.0000 | 0 | 0 |
| 28949 | 36 | Completed | 0.10692 | 0.1000 | NaN | Not employed | True | 780.0 | 799.0 | 37.500000 | 1.0000 | 2 | 2 |
| 29029 | 36 | Completed | 0.11749 | 0.1000 | NaN | Self-employed | False | 680.0 | 699.0 | 150.000000 | 1.0000 | 1 | 1 |
| 30026 | 36 | Completed | 0.12345 | 0.1059 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 30827 | 36 | Defaulted | 0.33553 | 0.2958 | 6.0 | Employed | False | 680.0 | 699.0 | 1.416667 | 1.0000 | 0 | 0 |
| 31161 | 36 | Current | 0.30285 | 0.2639 | 2.0 | Employed | True | 720.0 | 739.0 | 200.000000 | 1.0000 | 0 | 0 |
| 32237 | 36 | Completed | 0.16119 | 0.1500 | NaN | Part-time | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 32383 | 36 | Completed | 0.25757 | 0.2500 | NaN | Self-employed | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 32569 | 36 | Current | 0.17754 | 0.1414 | 6.0 | Employed | False | 660.0 | 679.0 | 158.333333 | 1.0000 | 0 | 0 |
| 32804 | 36 | Completed | 0.11587 | 0.1000 | NaN | Part-time | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 1 | 1 |
| 33029 | 36 | Completed | 0.28018 | 0.2725 | NaN | Full-time | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 33262 | 36 | Completed | 0.15713 | 0.1500 | NaN | Full-time | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 1 | 1 |
| 33457 | 36 | Chargedoff | 0.22053 | 0.1894 | 9.0 | Full-time | False | 680.0 | 699.0 | 125.000000 | 1.0000 | 0 | 0 |
| 33478 | 36 | Chargedoff | 0.35285 | 0.3127 | 4.0 | Employed | False | 680.0 | 699.0 | 125.000000 | 1.0000 | 0 | 0 |
| 33712 | 60 | Chargedoff | 0.29464 | 0.2684 | 6.0 | Employed | False | 680.0 | 699.0 | 37.500000 | 1.0000 | 0 | 0 |
| 34117 | 36 | Completed | 0.14709 | 0.1400 | NaN | Not available | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 34600 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Employed | False | 740.0 | 759.0 | 6.250000 | 1.0000 | 0 | 0 |
| 34883 | 36 | Current | 0.23939 | 0.2019 | 6.0 | Other | False | 700.0 | 719.0 | 2.666667 | 1.0000 | 0 | 0 |
| 35009 | 36 | Defaulted | 0.30564 | 0.2900 | NaN | Full-time | True | 540.0 | 559.0 | 143.000000 | 1.0000 | 1 | 0 |
| 35372 | 36 | Completed | 0.06698 | 0.0500 | NaN | Full-time | True | 540.0 | 559.0 | 0.083333 | 1.0000 | 0 | 0 |
| 35790 | 36 | Completed | 0.22153 | 0.1649 | NaN | Full-time | False | 640.0 | 659.0 | 66.666667 | 1.0000 | 0 | 0 |
| 36145 | 36 | Completed | 0.26461 | 0.2570 | NaN | Self-employed | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 36277 | 36 | Defaulted | 0.22693 | 0.2195 | NaN | Full-time | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 36363 | 36 | Chargedoff | 0.18977 | 0.1825 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 36915 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | True | 680.0 | 699.0 | 133.333333 | 1.0000 | 0 | 0 |
| 36933 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Full-time | False | 680.0 | 699.0 | 2.416667 | 1.0000 | 0 | 0 |
| 37152 | 36 | Completed | 0.22656 | 0.2079 | NaN | Part-time | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 37625 | 36 | Completed | 0.16386 | 0.1495 | NaN | Not employed | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 38018 | 36 | Defaulted | 0.28494 | 0.2695 | NaN | Full-time | True | 560.0 | 579.0 | 0.083333 | 1.0000 | 0 | 0 |
| 38112 | 36 | Completed | 0.20232 | 0.1950 | NaN | Not available | False | 620.0 | 639.0 | 124.833333 | 1.0000 | 0 | 0 |
| 38582 | 36 | Defaulted | 0.23902 | 0.2240 | NaN | Full-time | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 38902 | 60 | Current | 0.20358 | 0.1845 | 5.0 | Employed | True | 760.0 | 779.0 | 3.333333 | 1.0000 | 0 | 0 |
| 39491 | 36 | Completed | 0.24939 | 0.2148 | 8.0 | Full-time | False | 720.0 | 739.0 | 200.000000 | 1.0000 | 0 | 0 |
| 40156 | 36 | Completed | 0.14407 | 0.1370 | NaN | NaN | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 40641 | 36 | Chargedoff | 0.28851 | 0.2499 | 6.0 | Employed | False | 720.0 | 739.0 | 125.000000 | 1.0000 | 0 | 0 |
| 40657 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Self-employed | False | 700.0 | 719.0 | 5.000000 | 1.0000 | 0 | 0 |
| 41717 | 36 | Current | 0.35356 | 0.3134 | 6.0 | Employed | False | 700.0 | 719.0 | 200.000000 | 1.0000 | 0 | 0 |
| 42251 | 36 | Completed | 0.17322 | 0.1515 | 8.0 | Employed | False | 720.0 | 739.0 | 166.666667 | 1.0000 | 0 | 0 |
| 42482 | 36 | Defaulted | 0.37453 | 0.3500 | NaN | Full-time | True | 540.0 | 559.0 | 135.000000 | 1.0000 | 0 | 0 |
| 42606 | 60 | Chargedoff | 0.31375 | 0.2870 | 6.0 | Employed | False | 700.0 | 719.0 | 3.750000 | 1.0000 | 0 | 0 |
| 42630 | 36 | Completed | 0.21739 | 0.2100 | NaN | Self-employed | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 42912 | 36 | Defaulted | 0.25757 | 0.2500 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 42977 | 36 | Chargedoff | 0.23981 | 0.2210 | NaN | Full-time | False | 520.0 | 539.0 | 140.000000 | 1.0000 | 0 | 0 |
| 43121 | 36 | Completed | 0.08433 | 0.0775 | NaN | NaN | False | 780.0 | 799.0 | 0.083333 | 1.0000 | 0 | 0 |
| 43327 | 36 | Completed | 0.13584 | 0.1288 | NaN | Part-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 43492 | 60 | Current | 0.20358 | 0.1845 | 8.0 | Employed | False | 700.0 | 719.0 | 3.083333 | 1.0000 | 0 | 0 |
| 43519 | 36 | Completed | 0.35285 | 0.3127 | 3.0 | Other | False | 700.0 | 719.0 | 125.000000 | 1.0000 | 0 | 0 |
| 43692 | 36 | Completed | 0.19178 | 0.1845 | NaN | Self-employed | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 43878 | 36 | Defaulted | 0.35356 | 0.3134 | 4.0 | Employed | True | 760.0 | 779.0 | 2.916667 | 1.0000 | 0 | 0 |
| 44805 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Other | False | 660.0 | 679.0 | 165.000000 | 1.0000 | 0 | 0 |
| 44862 | 60 | Chargedoff | 0.31375 | 0.2870 | 5.0 | Self-employed | False | 780.0 | 799.0 | 58.333333 | 1.0000 | 0 | 0 |
| 45010 | 36 | Defaulted | 0.21639 | 0.2090 | NaN | Full-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 1 |
| 45136 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 45918 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Self-employed | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 46168 | 36 | Completed | 0.18726 | 0.1800 | NaN | Not employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 46186 | 36 | Completed | 0.16988 | 0.1627 | NaN | Self-employed | False | 680.0 | 699.0 | 120.833333 | 1.0000 | 0 | 0 |
| 46467 | 36 | Completed | 0.16990 | 0.1579 | NaN | Not employed | False | 800.0 | 819.0 | 56.250000 | 1.0000 | 0 | 0 |
| 46492 | 36 | Chargedoff | 0.20986 | 0.2025 | NaN | Full-time | False | 640.0 | 659.0 | 108.333333 | 1.0000 | 0 | 0 |
| 46734 | 60 | Current | 0.26128 | 0.2359 | 3.0 | Employed | False | 700.0 | 719.0 | 10.000000 | 1.0000 | 0 | 0 |
| 46841 | 36 | Completed | 0.16978 | 0.1626 | NaN | Self-employed | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 1 | 1 |
| 46842 | 36 | Completed | 0.12931 | 0.1223 | NaN | Retired | True | 680.0 | 699.0 | 82.416667 | 1.0000 | 0 | 0 |
| 47296 | 36 | Completed | 0.22893 | 0.2140 | NaN | Part-time | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 47641 | 36 | Completed | 0.24702 | 0.2395 | NaN | Not available | False | 600.0 | 619.0 | 151.416667 | 1.0000 | 0 | 0 |
| 48098 | 36 | Completed | 0.12951 | 0.1225 | NaN | Self-employed | False | 780.0 | 799.0 | 12.500000 | 1.0000 | 0 | 0 |
| 48124 | 36 | Defaulted | 0.14207 | 0.1350 | NaN | Not employed | False | 800.0 | 819.0 | 0.083333 | 1.0000 | 0 | 0 |
| 48388 | 36 | Completed | 0.26914 | 0.2500 | NaN | Full-time | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 48508 | 36 | Current | 0.29510 | 0.2599 | 6.0 | Full-time | False | 740.0 | 759.0 | 116.666667 | 1.0000 | 0 | 0 |
| 48743 | 36 | Chargedoff | 0.15893 | 0.1500 | NaN | Part-time | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 48976 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Retired | False | 600.0 | 619.0 | 166.666667 | 1.0000 | 0 | 0 |
| 49202 | 36 | Completed | 0.08641 | 0.0830 | 9.0 | Full-time | True | 800.0 | 819.0 | 0.083333 | 1.0000 | 1 | 0 |
| 49268 | 36 | Completed | 0.08835 | 0.0815 | NaN | Not available | False | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 49287 | 60 | Completed | 0.20705 | 0.1830 | 6.0 | Other | False | 760.0 | 779.0 | 3.000000 | 1.0000 | 0 | 0 |
| 49428 | 36 | Completed | 0.37453 | 0.3500 | NaN | Part-time | True | 660.0 | 679.0 | 41.666667 | 1.0000 | 0 | 0 |
| 49435 | 36 | Completed | 0.13905 | 0.1320 | NaN | Not employed | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 1 | 1 |
| 49485 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Self-employed | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 49741 | 36 | Completed | 0.16105 | 0.1539 | NaN | Not employed | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 49937 | 36 | Chargedoff | 0.28771 | 0.2800 | NaN | Not available | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 50120 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 460.0 | 479.0 | 0.083333 | 1.0000 | 0 | 0 |
| 50155 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Employed | False | 720.0 | 739.0 | 194.333333 | 1.0000 | 0 | 0 |
| 50311 | 36 | Chargedoff | 0.15693 | 0.1498 | NaN | Not available | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 50662 | 36 | Chargedoff | 0.17019 | 0.1630 | NaN | Part-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 50957 | 36 | Completed | 0.09728 | 0.0800 | NaN | Part-time | False | 760.0 | 779.0 | 166.666667 | 1.0000 | 1 | 1 |
| 51392 | 36 | Chargedoff | 0.24753 | 0.2400 | NaN | Full-time | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 51505 | 36 | Chargedoff | 0.15629 | 0.1420 | NaN | Full-time | False | 680.0 | 699.0 | 3.583333 | 1.0000 | 0 | 0 |
| 51543 | 36 | Completed | 0.23748 | 0.2300 | NaN | Not available | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 51591 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Not employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 51881 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Other | False | 700.0 | 719.0 | 158.333333 | 1.0000 | 0 | 0 |
| 52113 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Full-time | True | 540.0 | 559.0 | 0.083333 | 1.0000 | 2 | 2 |
| 52206 | 36 | Chargedoff | 0.36559 | 0.3575 | NaN | NaN | False | NaN | NaN | 133.333333 | 1.0000 | 0 | 0 |
| 52305 | 36 | Completed | 0.24753 | 0.2400 | NaN | Full-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 52427 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Self-employed | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 52428 | 36 | Past Due | 0.35797 | 0.3177 | 4.0 | Employed | False | 720.0 | 739.0 | 166.666667 | 1.0000 | 0 | 0 |
| 52485 | 36 | Defaulted | 0.29554 | 0.2800 | NaN | Not employed | False | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 52559 | 36 | Completed | 0.10190 | 0.0950 | NaN | Retired | False | 760.0 | 779.0 | 0.083333 | 1.0000 | 1 | 1 |
| 52675 | 36 | Chargedoff | 0.12745 | 0.0920 | 9.0 | Retired | False | 740.0 | 759.0 | 58.333333 | 1.0000 | 0 | 0 |
| 52771 | 36 | Completed | 0.28269 | 0.2750 | NaN | Full-time | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 52890 | 36 | Completed | 0.08634 | 0.0795 | NaN | Full-time | True | 840.0 | 859.0 | 0.083333 | 1.0000 | 8 | 8 |
| 52945 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Self-employed | True | 760.0 | 779.0 | 10.000000 | 1.0000 | 0 | 0 |
| 54027 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | False | 700.0 | 719.0 | 100.000000 | 1.0000 | 0 | 0 |
| 54373 | 36 | Chargedoff | 0.35132 | 0.3149 | 4.0 | Other | False | 780.0 | 799.0 | 91.666667 | 1.0000 | 0 | 0 |
| 54378 | 36 | Current | 0.34045 | 0.3006 | 7.0 | Employed | True | 760.0 | 779.0 | 3.416667 | 1.0000 | 0 | 0 |
| 54517 | 36 | Chargedoff | 0.19462 | 0.1800 | NaN | Not employed | False | 560.0 | 579.0 | 0.083333 | 1.0000 | 0 | 0 |
| 54755 | 36 | Chargedoff | 0.19630 | 0.1890 | NaN | Self-employed | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 54798 | 36 | Completed | 0.12188 | 0.1149 | NaN | Self-employed | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 1 | 1 |
| 55169 | 36 | Defaulted | 0.15907 | 0.1490 | NaN | Full-time | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 55267 | 36 | Completed | 0.17722 | 0.1700 | NaN | NaN | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 55295 | 36 | Completed | 0.29510 | 0.2599 | 6.0 | Employed | False | 680.0 | 699.0 | 133.333333 | 1.0000 | 0 | 0 |
| 55374 | 36 | Completed | 0.21480 | 0.2000 | NaN | Part-time | False | 580.0 | 599.0 | 62.500000 | 1.0000 | 0 | 0 |
| 55685 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Employed | False | 700.0 | 719.0 | 183.333333 | 1.0000 | 0 | 0 |
| 56311 | 36 | Completed | 0.12700 | 0.1200 | NaN | Not available | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 56345 | 36 | Chargedoff | 0.23880 | 0.2200 | NaN | Full-time | False | 520.0 | 539.0 | 175.000000 | 1.0000 | 0 | 0 |
| 56662 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Other | True | 660.0 | 679.0 | 116.666667 | 1.0000 | 0 | 0 |
| 56805 | 36 | Defaulted | 0.27107 | 0.2600 | NaN | Not available | False | 480.0 | 499.0 | 125.000000 | 1.0000 | 0 | 0 |
| 56897 | 36 | Defaulted | 0.19991 | 0.1926 | NaN | Self-employed | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 57253 | 36 | Completed | 0.10537 | 0.0880 | NaN | Self-employed | False | 720.0 | 739.0 | 187.500000 | 1.0000 | 0 | 0 |
| 57478 | 36 | Past Due | 0.35285 | 0.3127 | 2.0 | Other | True | 700.0 | 719.0 | 158.333333 | 1.0000 | 0 | 0 |
| 57708 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Self-employed | True | 740.0 | 759.0 | 2.916667 | 1.0000 | 0 | 0 |
| 57789 | 36 | Completed | 0.08139 | 0.0700 | NaN | Full-time | True | 860.0 | 879.0 | 0.083333 | 1.0000 | 0 | 0 |
| 58170 | 36 | Chargedoff | 0.35797 | 0.3177 | 2.0 | Self-employed | False | 740.0 | 759.0 | 166.666667 | 1.0000 | 0 | 0 |
| 58475 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Other | False | 680.0 | 699.0 | 141.666667 | 1.0000 | 0 | 0 |
| 58658 | 36 | Chargedoff | 0.35643 | 0.3199 | 2.0 | Employed | True | 760.0 | 779.0 | 5.416667 | 1.0000 | 0 | 0 |
| 58764 | 36 | Completed | 0.33097 | 0.2950 | 6.0 | Employed | False | 720.0 | 739.0 | 83.333333 | 1.0000 | 0 | 0 |
| 59043 | 36 | Completed | 0.20735 | 0.2000 | NaN | Not employed | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 59062 | 36 | Current | 0.25781 | 0.2199 | 4.0 | Self-employed | False | 660.0 | 679.0 | 5.000000 | 1.0000 | 0 | 0 |
| 59341 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | False | 700.0 | 719.0 | 2.916667 | 1.0000 | 0 | 0 |
| 59550 | 36 | Chargedoff | 0.19730 | 0.1900 | NaN | Self-employed | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 59733 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Full-time | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 60206 | 36 | Completed | 0.35356 | 0.3134 | 2.0 | Other | False | 660.0 | 679.0 | 195.833333 | 1.0000 | 0 | 0 |
| 60315 | 36 | Completed | 0.33973 | 0.2999 | 3.0 | Employed | False | 640.0 | 659.0 | 133.333333 | 1.0000 | 0 | 0 |
| 60316 | 36 | Completed | 0.10692 | 0.1000 | NaN | Not available | False | 760.0 | 779.0 | 142.500000 | 1.0000 | 0 | 0 |
| 60565 | 36 | Defaulted | 0.26260 | 0.2550 | NaN | Self-employed | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 1 | 1 |
| 60577 | 36 | Completed | 0.12700 | 0.1200 | NaN | Self-employed | False | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 60669 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Other | False | 740.0 | 759.0 | 100.666667 | 1.0000 | 0 | 0 |
| 60807 | 36 | Completed | 0.21983 | 0.1975 | NaN | Full-time | False | 620.0 | 639.0 | 91.666667 | 1.0000 | 1 | 0 |
| 60894 | 36 | Defaulted | 0.19228 | 0.1850 | NaN | Retired | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 61112 | 60 | Chargedoff | 0.32958 | 0.3049 | 5.0 | Employed | True | 780.0 | 799.0 | 4.333333 | 0.8549 | 0 | 0 |
| 61138 | 36 | Chargedoff | 0.19730 | 0.1900 | NaN | Full-time | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 61456 | 36 | Completed | 0.16512 | 0.1435 | NaN | Full-time | False | 640.0 | 659.0 | 66.666667 | 1.0000 | 0 | 0 |
| 61628 | 36 | Past Due | 0.34045 | 0.3006 | 1.0 | Employed | False | 680.0 | 699.0 | 0.250000 | 1.0000 | 0 | 0 |
| 61665 | 36 | Completed | 0.11244 | 0.0950 | NaN | Part-time | False | 700.0 | 719.0 | 166.666667 | 1.0000 | 0 | 0 |
| 62843 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | False | 560.0 | 579.0 | 79.166667 | 1.0000 | 1 | 0 |
| 63169 | 36 | Completed | 0.14983 | 0.1320 | NaN | Retired | True | 660.0 | 679.0 | 125.000000 | 1.0000 | 0 | 0 |
| 63316 | 36 | Completed | 0.08684 | 0.0800 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 63426 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | True | 780.0 | 799.0 | 7.083333 | 1.0000 | 0 | 0 |
| 63523 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 63549 | 36 | Defaulted | 0.11596 | 0.1090 | NaN | Not available | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 63834 | 60 | Current | 0.29464 | 0.2684 | 6.0 | Other | False | 700.0 | 719.0 | 69.583333 | 1.0000 | 0 | 0 |
| 63930 | 36 | Completed | 0.10190 | 0.0950 | NaN | Not available | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 64351 | 36 | Defaulted | 0.16802 | 0.1500 | NaN | Not available | False | 500.0 | 519.0 | 130.833333 | 1.0000 | 0 | 0 |
| 64538 | 60 | Chargedoff | 0.26528 | 0.2398 | 7.0 | Other | False | 700.0 | 719.0 | 141.416667 | 1.0000 | 0 | 0 |
| 64832 | 36 | Completed | 0.10682 | 0.0999 | NaN | Full-time | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 1 | 0 |
| 64930 | 36 | Completed | 0.23748 | 0.2300 | NaN | Not available | False | 500.0 | 519.0 | 0.083333 | 1.0000 | 0 | 0 |
| 65078 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Full-time | True | 580.0 | 599.0 | 145.833333 | 1.0000 | 0 | 0 |
| 65741 | 36 | Past Due | 0.35356 | 0.3134 | 3.0 | Employed | False | 660.0 | 679.0 | 166.666667 | 1.0000 | 0 | 0 |
| 66685 | 36 | Defaulted | 0.09086 | 0.0840 | NaN | Retired | True | 780.0 | 799.0 | 0.083333 | 1.0000 | 0 | 0 |
| 67094 | 36 | Completed | 0.09862 | 0.0900 | NaN | Part-time | False | 760.0 | 779.0 | 200.000000 | 1.0000 | 0 | 0 |
| 67386 | 36 | Completed | 0.11345 | 0.1065 | NaN | Not available | False | 780.0 | 799.0 | 41.666667 | 1.0000 | 0 | 0 |
| 67478 | 36 | Completed | 0.15713 | 0.1500 | NaN | Full-time | False | 680.0 | 699.0 | 148.333333 | 1.0000 | 0 | 0 |
| 67697 | 36 | Defaulted | 0.18224 | 0.1750 | NaN | Self-employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 67799 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 580.0 | 599.0 | 183.333333 | 1.0000 | 0 | 0 |
| 68072 | 36 | Chargedoff | 0.30463 | 0.2890 | NaN | Part-time | False | 580.0 | 599.0 | 166.666667 | 1.0000 | 0 | 0 |
| 68847 | 36 | Chargedoff | 0.12700 | 0.1200 | NaN | Full-time | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 2 | 2 |
| 68925 | 36 | Completed | 0.27767 | 0.2700 | NaN | Self-employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 68980 | 36 | Completed | 0.10692 | 0.1000 | NaN | Full-time | True | 780.0 | 799.0 | 0.083333 | 1.0000 | 1 | 1 |
| 69080 | 36 | Defaulted | 0.35643 | 0.3199 | 4.0 | Employed | False | 740.0 | 759.0 | 91.666667 | 1.0000 | 0 | 0 |
| 69172 | 36 | Completed | 0.24771 | 0.2250 | NaN | Part-time | False | 640.0 | 659.0 | 166.666667 | 1.0000 | 1 | 1 |
| 69837 | 36 | Completed | 0.18726 | 0.1800 | NaN | Self-employed | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 1 | 1 |
| 69995 | 36 | Chargedoff | 0.18173 | 0.1599 | 8.0 | Self-employed | False | 760.0 | 779.0 | 41.666667 | 1.0000 | 0 | 0 |
| 70356 | 36 | Chargedoff | 0.18224 | 0.1750 | NaN | Full-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 70379 | 36 | Completed | 0.17752 | 0.1594 | NaN | Self-employed | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 1 | 0 |
| 70434 | 36 | Completed | 0.12700 | 0.1200 | NaN | Self-employed | True | 820.0 | 839.0 | 0.083333 | 1.0000 | 1 | 1 |
| 70586 | 36 | Completed | 0.21857 | 0.2000 | NaN | Not available | False | 580.0 | 599.0 | 166.666667 | 1.0000 | 0 | 0 |
| 70679 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Employed | False | 700.0 | 719.0 | 2.500000 | 1.0000 | 0 | 0 |
| 70843 | 36 | Chargedoff | 0.13654 | 0.1295 | NaN | Self-employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 71083 | 36 | Chargedoff | 0.34577 | 0.3058 | 4.0 | Self-employed | False | 680.0 | 699.0 | 100.000000 | 1.0000 | 0 | 0 |
| 71122 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Self-employed | True | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 71715 | 36 | Chargedoff | 0.21739 | 0.2100 | NaN | Full-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 0 |
| 71900 | 36 | Current | 0.34621 | 0.3099 | 3.0 | Part-time | False | 640.0 | 659.0 | 90.000000 | 1.0000 | 0 | 0 |
| 72279 | 36 | Completed | 0.15713 | 0.1500 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 72853 | 36 | Completed | 0.11535 | 0.0920 | 9.0 | Part-time | False | 700.0 | 719.0 | 166.666667 | 1.0000 | 0 | 0 |
| 73734 | 36 | Completed | 0.11696 | 0.1100 | NaN | Full-time | False | 720.0 | 739.0 | 200.000000 | 1.0000 | 0 | 0 |
| 74563 | 36 | Completed | 0.29506 | 0.2625 | 8.0 | Self-employed | False | 680.0 | 699.0 | 87.916667 | 1.0000 | 0 | 0 |
| 75082 | 36 | Chargedoff | 0.14498 | 0.1379 | NaN | Self-employed | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 1 | 0 |
| 75279 | 36 | Completed | 0.26762 | 0.2600 | NaN | Self-employed | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 75491 | 36 | Completed | 0.24502 | 0.2375 | NaN | NaN | False | 540.0 | 559.0 | 0.083333 | 1.0000 | 0 | 0 |
| 75606 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | True | 800.0 | 819.0 | 0.083333 | 1.0000 | 0 | 0 |
| 75770 | 36 | Completed | 0.14709 | 0.1400 | NaN | Full-time | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 75804 | 36 | Chargedoff | 0.19529 | 0.1880 | NaN | Full-time | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 76233 | 36 | Completed | 0.18726 | 0.1800 | NaN | Self-employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 76449 | 36 | Defaulted | 0.06698 | 0.0500 | NaN | Not available | True | 680.0 | 699.0 | 46.916667 | 1.0000 | 0 | 0 |
| 76621 | 36 | Completed | 0.21230 | 0.2000 | NaN | Not available | False | 500.0 | 519.0 | 0.083333 | 1.0000 | 0 | 0 |
| 76642 | 36 | Current | 0.18316 | 0.1469 | 6.0 | Full-time | False | 640.0 | 659.0 | 2.416667 | 1.0000 | 0 | 0 |
| 76963 | 36 | Defaulted | 0.16215 | 0.1550 | NaN | Self-employed | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 77126 | 36 | Completed | 0.24753 | 0.2400 | NaN | Not available | False | 540.0 | 559.0 | 0.083333 | 1.0000 | 0 | 0 |
| 77664 | 36 | Completed | 0.16717 | 0.1600 | NaN | Self-employed | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 1 | 1 |
| 77675 | 36 | Defaulted | 0.28771 | 0.2800 | NaN | Full-time | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 1 | 0 |
| 78276 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Other | True | 700.0 | 719.0 | 171.583333 | 0.8480 | 0 | 0 |
| 78307 | 12 | Completed | 0.18192 | 0.1246 | 5.0 | Employed | False | 700.0 | 719.0 | 4.166667 | 1.0000 | 0 | 0 |
| 78498 | 36 | Chargedoff | 0.27767 | 0.2700 | NaN | Not available | True | 500.0 | 519.0 | 0.083333 | 1.0000 | 0 | 0 |
| 79001 | 36 | Chargedoff | 0.18977 | 0.1825 | NaN | Retired | True | 680.0 | 699.0 | 140.083333 | 1.0000 | 0 | 0 |
| 79428 | 36 | Completed | 0.15703 | 0.1499 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 80019 | 36 | Defaulted | 0.30533 | 0.2900 | NaN | Not available | False | 500.0 | 519.0 | 145.833333 | 1.0000 | 0 | 0 |
| 80576 | 36 | Current | 0.25259 | 0.2148 | 6.0 | Self-employed | False | 720.0 | 739.0 | 14.250000 | 1.0000 | 0 | 0 |
| 80647 | 36 | Chargedoff | 0.15703 | 0.1499 | NaN | Full-time | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 80781 | 36 | Completed | 0.15993 | 0.1420 | NaN | Full-time | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 80832 | 36 | Chargedoff | 0.19228 | 0.1850 | NaN | Full-time | False | 700.0 | 719.0 | 25.000000 | 1.0000 | 0 | 0 |
| 81157 | 36 | Chargedoff | 0.26954 | 0.2600 | NaN | Not available | True | 480.0 | 499.0 | 6.083333 | 1.0000 | 0 | 0 |
| 81280 | 36 | Chargedoff | 0.22241 | 0.2150 | NaN | Self-employed | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 81438 | 36 | Chargedoff | 0.20735 | 0.2000 | NaN | Not available | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 81821 | 36 | Current | 0.35356 | 0.3134 | 5.0 | Other | False | 760.0 | 779.0 | 120.833333 | 1.0000 | 0 | 0 |
| 81985 | 36 | Defaulted | 0.16717 | 0.1600 | NaN | Not available | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82130 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Not employed | False | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82214 | 36 | Chargedoff | 0.35643 | 0.3199 | 3.0 | Employed | False | 680.0 | 699.0 | 91.666667 | 1.0000 | 0 | 0 |
| 82321 | 36 | Chargedoff | 0.26260 | 0.2550 | NaN | Full-time | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82410 | 36 | Completed | 0.10692 | 0.1000 | NaN | Full-time | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82463 | 36 | Completed | 0.22744 | 0.2200 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 82485 | 36 | Defaulted | 0.20634 | 0.1990 | NaN | Self-employed | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82833 | 36 | Completed | 0.24753 | 0.2400 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82880 | 36 | Completed | 0.02659 | 0.0100 | NaN | Self-employed | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82896 | 36 | Completed | 0.20735 | 0.2000 | NaN | NaN | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 83153 | 36 | Completed | 0.22492 | 0.2175 | NaN | NaN | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 83211 | 36 | Completed | 0.16115 | 0.1540 | NaN | Full-time | False | 700.0 | 719.0 | 183.333333 | 1.0000 | 1 | 0 |
| 83402 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Other | True | 740.0 | 759.0 | 3.333333 | 1.0000 | 0 | 0 |
| 83613 | 36 | Completed | 0.09588 | 0.0890 | NaN | NaN | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 83812 | 36 | Completed | 0.16988 | 0.1627 | NaN | Full-time | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 84485 | 36 | Current | 0.33286 | 0.2932 | 4.0 | Other | False | 680.0 | 699.0 | 125.000000 | 1.0000 | 0 | 0 |
| 84670 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Employed | False | 720.0 | 739.0 | 116.666667 | 1.0000 | 0 | 0 |
| 84831 | 60 | Current | 0.21822 | 0.1939 | 8.0 | Self-employed | False | 740.0 | 759.0 | 200.000000 | 1.0000 | 0 | 0 |
| 85089 | 60 | Current | 0.14494 | 0.1223 | 8.0 | Other | False | 740.0 | 759.0 | 125.000000 | 1.0000 | 0 | 0 |
| 85335 | 36 | Completed | 0.11254 | 0.0999 | NaN | Full-time | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 85457 | 36 | Completed | 0.17722 | 0.1700 | NaN | NaN | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 85716 | 36 | Chargedoff | 0.24289 | 0.2335 | NaN | Not employed | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 85841 | 36 | Current | 0.26681 | 0.2287 | 2.0 | Self-employed | False | 660.0 | 679.0 | 3.750000 | 1.0000 | 0 | 0 |
| 86003 | 36 | Completed | 0.12528 | 0.0974 | 9.0 | Full-time | True | 800.0 | 819.0 | 0.083333 | 1.0000 | 1 | 0 |
| 86048 | 36 | Completed | 0.02323 | 0.0100 | NaN | Part-time | False | 580.0 | 599.0 | 34.583333 | 1.0000 | 0 | 0 |
| 86095 | 36 | Chargedoff | 0.15893 | 0.1500 | NaN | Not available | False | 740.0 | 759.0 | 83.333333 | 1.0000 | 0 | 0 |
| 86135 | 36 | Defaulted | 0.25812 | 0.2391 | NaN | Not available | False | 480.0 | 499.0 | 113.333333 | 1.0000 | 0 | 0 |
| 86280 | 36 | Completed | 0.16392 | 0.1525 | NaN | Part-time | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 1 | 1 |
| 86734 | 12 | Completed | 0.18192 | 0.1246 | 8.0 | Employed | False | 740.0 | 759.0 | 3.750000 | 1.0000 | 0 | 0 |
| 86956 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Self-employed | False | 720.0 | 739.0 | 166.666667 | 1.0000 | 0 | 0 |
| 87272 | 36 | Completed | 0.21806 | 0.1995 | NaN | Full-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 87296 | 36 | Completed | 0.15713 | 0.1500 | NaN | Part-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 1 |
| 87586 | 36 | Chargedoff | 0.22744 | 0.2200 | NaN | Self-employed | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 1 | 1 |
| 87782 | 36 | Completed | 0.30564 | 0.2900 | NaN | Retired | False | 560.0 | 579.0 | 0.083333 | 1.0000 | 0 | 0 |
| 87957 | 36 | Completed | 0.29510 | 0.2599 | 6.0 | Employed | False | 660.0 | 679.0 | 175.000000 | 1.0000 | 0 | 0 |
| 88256 | 36 | Completed | 0.13393 | 0.1269 | NaN | Self-employed | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 1 |
| 89068 | 36 | Completed | 0.13353 | 0.1265 | NaN | Full-time | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 1 | 1 |
| 89754 | 36 | Completed | 0.10190 | 0.0950 | NaN | Full-time | True | 780.0 | 799.0 | 0.083333 | 1.0000 | 1 | 0 |
| 89875 | 36 | Chargedoff | 0.22945 | 0.2220 | NaN | Self-employed | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 2 | 1 |
| 90160 | 36 | Completed | 0.11244 | 0.0950 | NaN | Self-employed | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 90410 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Employed | False | 680.0 | 699.0 | 2.916667 | 1.0000 | 0 | 0 |
| 90538 | 36 | Completed | 0.08857 | 0.0800 | NaN | Part-time | False | 640.0 | 659.0 | 137.166667 | 1.0000 | 0 | 0 |
| 90629 | 36 | Defaulted | 0.22523 | 0.2178 | NaN | Self-employed | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 90738 | 36 | Completed | 0.24255 | 0.2275 | NaN | Retired | False | 700.0 | 719.0 | 141.416667 | 1.0000 | 1 | 0 |
| 90967 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | False | 720.0 | 739.0 | 141.666667 | 1.0000 | 0 | 0 |
| 90975 | 36 | Completed | 0.16115 | 0.1540 | NaN | Not employed | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 1 | 1 |
| 91156 | 36 | Completed | 0.14636 | 0.1375 | NaN | Full-time | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 91341 | 36 | Completed | 0.17219 | 0.1650 | NaN | Not available | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 92156 | 36 | Chargedoff | 0.17722 | 0.1700 | NaN | Self-employed | True | 800.0 | 819.0 | 0.083333 | 1.0000 | 0 | 0 |
| 92399 | 36 | Current | 0.35244 | 0.3160 | 1.0 | Employed | False | 640.0 | 659.0 | 83.333333 | 1.0000 | 0 | 0 |
| 92622 | 36 | Completed | 0.13425 | 0.1225 | NaN | Not employed | False | 760.0 | 779.0 | 57.583333 | 1.0000 | 0 | 0 |
| 93514 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | Self-employed | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 93548 | 36 | Chargedoff | 0.20735 | 0.2000 | NaN | Self-employed | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 4 | 1 |
| 93732 | 36 | Completed | 0.11749 | 0.1000 | NaN | Part-time | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 94038 | 36 | Completed | 0.39265 | 0.3299 | NaN | Part-time | False | 620.0 | 639.0 | 182.000000 | 1.0000 | 0 | 0 |
| 94305 | 36 | Completed | 0.15161 | 0.1445 | NaN | Not available | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 94502 | 36 | Chargedoff | 0.40745 | 0.3500 | NaN | Self-employed | False | 520.0 | 539.0 | 41.666667 | 1.0000 | 0 | 0 |
| 95084 | 36 | Chargedoff | 0.10993 | 0.1030 | NaN | Full-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 95127 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Other | False | 700.0 | 719.0 | 85.166667 | 1.0000 | 0 | 0 |
| 95428 | 36 | Chargedoff | 0.20735 | 0.2000 | NaN | Not available | False | 500.0 | 519.0 | 100.000000 | 1.0000 | 0 | 0 |
| 95500 | 36 | Current | 0.35356 | 0.3134 | 5.0 | Employed | False | 600.0 | 619.0 | 133.333333 | 1.0000 | 0 | 0 |
| 95637 | 60 | Current | 0.31375 | 0.2870 | 6.0 | Employed | False | 700.0 | 719.0 | 166.666667 | 1.0000 | 0 | 0 |
| 95890 | 36 | Current | 0.15324 | 0.1249 | 6.0 | Employed | False | 740.0 | 759.0 | 3.000000 | 1.0000 | 0 | 0 |
| 95984 | 36 | Chargedoff | 0.18726 | 0.1800 | NaN | Full-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 96060 | 36 | Completed | 0.07680 | 0.0700 | NaN | Not employed | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 1 | 1 |
| 96076 | 36 | Completed | 0.09728 | 0.0800 | NaN | Part-time | False | 760.0 | 779.0 | 166.666667 | 1.0000 | 0 | 0 |
| 96401 | 36 | Defaulted | 0.14458 | 0.1375 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 96971 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Self-employed | True | 780.0 | 799.0 | 55.416667 | 1.0000 | 0 | 0 |
| 97006 | 36 | Chargedoff | 0.16717 | 0.1600 | NaN | Self-employed | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 97028 | 36 | Completed | 0.20735 | 0.2000 | NaN | Self-employed | True | 640.0 | 659.0 | 191.666667 | 1.0000 | 0 | 0 |
| 97141 | 36 | Completed | 0.35285 | 0.3127 | 3.0 | Other | False | 720.0 | 739.0 | 87.333333 | 1.0000 | 0 | 0 |
| 97206 | 36 | Completed | 0.29776 | 0.2900 | NaN | NaN | False | 460.0 | 479.0 | 0.083333 | 1.0000 | 0 | 0 |
| 97602 | 36 | Defaulted | 0.26959 | 0.2600 | NaN | Not available | False | 540.0 | 559.0 | 175.000000 | 1.0000 | 0 | 0 |
| 97616 | 36 | Completed | 0.26762 | 0.2600 | NaN | Not available | False | 560.0 | 579.0 | 0.083333 | 1.0000 | 0 | 0 |
| 97753 | 60 | Current | 0.26877 | 0.2432 | 2.0 | Other | False | 680.0 | 699.0 | 2.583333 | 1.0000 | 0 | 0 |
| 97780 | 36 | Completed | 0.30564 | 0.2900 | NaN | Self-employed | True | 520.0 | 539.0 | 191.666667 | 1.0000 | 0 | 0 |
| 98154 | 36 | Completed | 0.11872 | 0.1100 | NaN | Retired | False | 740.0 | 759.0 | 141.416667 | 1.0000 | 1 | 0 |
| 98544 | 60 | Chargedoff | 0.25041 | 0.2253 | 7.0 | Employed | False | 740.0 | 759.0 | 149.000000 | 1.0000 | 0 | 0 |
| 98727 | 36 | Defaulted | 0.20082 | 0.1935 | NaN | Self-employed | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 98735 | 36 | Chargedoff | 0.27767 | 0.2700 | NaN | Not available | True | 600.0 | 619.0 | 186.666667 | 1.0000 | 0 | 0 |
| 98883 | 36 | Chargedoff | 0.28545 | 0.2700 | NaN | Full-time | False | 520.0 | 539.0 | 157.500000 | 1.0000 | 0 | 0 |
| 99010 | 36 | Chargedoff | 0.17119 | 0.1622 | NaN | Not employed | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 99099 | 36 | Completed | 0.20484 | 0.1975 | NaN | Not available | False | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 99260 | 36 | Chargedoff | 0.30532 | 0.2699 | 6.0 | Employed | False | 700.0 | 719.0 | 5.833333 | 1.0000 | 0 | 0 |
| 99337 | 36 | Chargedoff | 0.25261 | 0.2400 | NaN | Not available | False | 540.0 | 559.0 | 67.416667 | 1.0000 | 0 | 0 |
| 99447 | 36 | Completed | 0.13102 | 0.1240 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 99867 | 36 | Completed | 0.16436 | 0.1500 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 100338 | 36 | Completed | 0.14887 | 0.1400 | NaN | Retired | True | 720.0 | 739.0 | 196.333333 | 1.0000 | 0 | 0 |
| 100649 | 36 | Chargedoff | 0.30962 | 0.2900 | NaN | Retired | False | 520.0 | 539.0 | 93.500000 | 1.0000 | 0 | 0 |
| 102283 | 36 | Completed | 0.18726 | 0.1800 | NaN | Self-employed | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 102405 | 36 | Completed | 0.10192 | 0.0875 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 102466 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Employed | False | 680.0 | 699.0 | 3.166667 | 1.0000 | 0 | 0 |
| 102687 | 36 | Defaulted | 0.06676 | 0.0600 | NaN | Not available | False | 480.0 | 499.0 | 175.000000 | 1.0000 | 0 | 0 |
| 103076 | 60 | Current | 0.32321 | 0.2962 | 7.0 | Employed | False | 600.0 | 619.0 | 166.666667 | 1.0000 | 0 | 0 |
| 103134 | 36 | Completed | 0.20809 | 0.1989 | NaN | Not available | False | 500.0 | 519.0 | 0.083333 | 1.0000 | 0 | 0 |
| 103550 | 36 | Chargedoff | 0.16717 | 0.1600 | NaN | Full-time | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 103572 | 36 | Completed | 0.10692 | 0.1000 | NaN | NaN | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 103610 | 36 | Chargedoff | 0.12223 | 0.1085 | NaN | Full-time | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 103735 | 36 | Chargedoff | 0.35643 | 0.3199 | 1.0 | Employed | True | 820.0 | 839.0 | 6.083333 | 1.0000 | 0 | 0 |
| 103792 | 36 | Defaulted | 0.19228 | 0.1850 | NaN | Self-employed | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 3 | 1 |
| 103944 | 36 | Completed | 0.18478 | 0.1559 | 7.0 | Self-employed | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 104129 | 36 | Completed | 0.28574 | 0.2625 | 7.0 | Part-time | False | 720.0 | 739.0 | 83.333333 | 1.0000 | 0 | 0 |
| 104168 | 36 | Chargedoff | 0.18495 | 0.1777 | NaN | Full-time | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 104199 | 36 | Current | 0.30182 | 0.2629 | 2.0 | Self-employed | True | 700.0 | 719.0 | 9.416667 | 1.0000 | 0 | 0 |
| 104483 | 36 | Completed | 0.14102 | 0.1233 | NaN | Not employed | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 1 |
| 104833 | 36 | Completed | 0.16195 | 0.1548 | NaN | Not available | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 104950 | 36 | Defaulted | 0.19329 | 0.1750 | NaN | Not available | False | 480.0 | 499.0 | 106.666667 | 1.0000 | 0 | 0 |
| 105031 | 36 | Completed | 0.20182 | 0.1945 | NaN | Part-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 105243 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Self-employed | False | 720.0 | 739.0 | 34.583333 | 1.0000 | 0 | 0 |
| 105341 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Self-employed | False | 780.0 | 799.0 | 41.666667 | 1.0000 | 0 | 0 |
| 105343 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Other | False | 720.0 | 739.0 | 1.916667 | 1.0000 | 0 | 0 |
| 105555 | 36 | Defaulted | 0.14106 | 0.1340 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 105632 | 36 | Completed | 0.22744 | 0.2200 | NaN | Not available | True | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 105920 | 36 | Completed | 0.17159 | 0.1644 | NaN | Self-employed | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 106514 | 36 | Completed | 0.20037 | 0.1820 | NaN | Part-time | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 106568 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | True | 640.0 | 659.0 | 191.666667 | 1.0000 | 0 | 0 |
| 106835 | 36 | Chargedoff | 0.24891 | 0.2300 | NaN | Not available | False | 520.0 | 539.0 | 158.333333 | 1.0000 | 0 | 0 |
| 107208 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not employed | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 107590 | 36 | Chargedoff | 0.30168 | 0.2900 | NaN | Not employed | False | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 107614 | 36 | Past Due | 0.35244 | 0.3160 | 1.0 | Self-employed | False | 600.0 | 619.0 | 41.666667 | 1.0000 | 0 | 0 |
| 108116 | 36 | Current | 0.35132 | 0.3149 | 5.0 | Employed | False | 660.0 | 679.0 | 3.000000 | 1.0000 | 0 | 0 |
| 108222 | 36 | Completed | 0.14780 | 0.1300 | NaN | Self-employed | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 108486 | 36 | Completed | 0.14207 | 0.1350 | NaN | Not available | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 108554 | 36 | Completed | 0.28574 | 0.2625 | 7.0 | Part-time | False | 740.0 | 759.0 | 90.000000 | 1.0000 | 0 | 0 |
| 108965 | 36 | Completed | 0.09688 | 0.0900 | NaN | Self-employed | True | 840.0 | 859.0 | 0.083333 | 1.0000 | 1 | 1 |
| 108971 | 36 | Completed | 0.08829 | 0.0711 | NaN | Not available | True | 860.0 | 879.0 | 0.083333 | 1.0000 | 0 | 0 |
| 109045 | 36 | Completed | 0.18706 | 0.1798 | NaN | Full-time | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 109064 | 36 | Completed | 0.15144 | 0.1300 | NaN | Self-employed | False | 660.0 | 679.0 | 150.000000 | 1.0000 | 1 | 0 |
| 109083 | 36 | Completed | 0.17141 | 0.1594 | NaN | Full-time | False | 620.0 | 639.0 | 200.000000 | 1.0000 | 0 | 0 |
| 109111 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | Not employed | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 109123 | 36 | Chargedoff | 0.23186 | 0.2244 | NaN | Full-time | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 109144 | 36 | Defaulted | 0.30952 | 0.2899 | NaN | Full-time | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 109169 | 36 | Current | 0.15324 | 0.1249 | 7.0 | Self-employed | False | 720.0 | 739.0 | 41.666667 | 1.0000 | 0 | 0 |
| 109451 | 36 | Current | 0.29486 | 0.2561 | 6.0 | Employed | False | 740.0 | 759.0 | 100.000000 | 1.0000 | 0 | 0 |
| 110498 | 36 | Defaulted | 0.30532 | 0.2699 | 6.0 | Employed | False | 760.0 | 779.0 | 166.666667 | 1.0000 | 0 | 0 |
| 110529 | 36 | Current | 0.25371 | 0.2159 | 3.0 | Employed | False | 660.0 | 679.0 | 167.750000 | 1.0000 | 0 | 0 |
| 110566 | 36 | Completed | 0.20725 | 0.1999 | NaN | Self-employed | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 1 | 1 |
| 110804 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Not employed | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 110912 | 36 | Current | 0.17359 | 0.1449 | 8.0 | Employed | False | 740.0 | 759.0 | 1.833333 | 1.0000 | 0 | 0 |
| 110983 | 36 | Completed | 0.12650 | 0.1195 | NaN | Self-employed | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 111146 | 36 | Completed | 0.17671 | 0.1695 | NaN | Self-employed | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 111321 | 36 | Completed | 0.17445 | 0.1600 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 1 | 0 |
| 111793 | 36 | Completed | 0.16436 | 0.1500 | NaN | Self-employed | False | 700.0 | 719.0 | 145.000000 | 1.0000 | 0 | 1 |
| 111877 | 36 | Defaulted | 0.29049 | 0.2750 | NaN | Self-employed | True | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 112308 | 36 | Completed | 0.16516 | 0.1580 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 112695 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | False | 740.0 | 759.0 | 191.666667 | 1.0000 | 0 | 0 |
| 112712 | 36 | Chargedoff | 0.25517 | 0.2400 | NaN | Full-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 113099 | 36 | Current | 0.33286 | 0.2932 | 3.0 | Employed | False | 680.0 | 699.0 | 2.083333 | 1.0000 | 0 | 0 |
| 113258 | 60 | Defaulted | 0.27554 | 0.2498 | 6.0 | Employed | True | 780.0 | 799.0 | 2.916667 | 1.0000 | 0 | 0 |
| 113559 | 36 | Current | 0.35132 | 0.3149 | 5.0 | Employed | True | 680.0 | 699.0 | 18.333333 | 1.0000 | 0 | 0 |
| 113626 | 36 | Completed | 0.17722 | 0.1700 | NaN | NaN | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| Term | LoanStatus | BorrowerAPR | BorrowerRate | ProsperScore | EmploymentStatus | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 22 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Other | False | 700.0 | 719.0 | 118.333333 | 1.0000 | 0 | 0 |
| 146 | 36 | Completed | 0.09939 | 0.0925 | NaN | NaN | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 184 | 36 | Defaulted | 0.26590 | 0.2500 | NaN | Not available | False | 480.0 | 499.0 | 200.000000 | 1.0000 | 0 | 0 |
| 226 | 36 | Completed | 0.11749 | 0.1000 | NaN | Full-time | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 576 | 36 | Completed | 0.10505 | 0.0935 | NaN | Retired | False | 800.0 | 819.0 | 0.083333 | 1.0000 | 0 | 0 |
| 626 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | False | 700.0 | 719.0 | 3.833333 | 1.0000 | 0 | 0 |
| 895 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Self-employed | True | 700.0 | 719.0 | 14.583333 | 1.0000 | 0 | 0 |
| 1242 | 36 | Completed | 0.11415 | 0.1072 | NaN | Not employed | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 1356 | 36 | Completed | 0.14982 | 0.1284 | NaN | Part-time | False | 520.0 | 539.0 | 48.333333 | 1.0000 | 0 | 0 |
| 1925 | 36 | Defaulted | 0.08684 | 0.0800 | NaN | Not employed | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 1 | 1 |
| 2089 | 12 | Defaulted | 0.35843 | 0.2669 | 4.0 | Self-employed | False | 740.0 | 759.0 | 175.000000 | 1.0000 | 0 | 0 |
| 2138 | 36 | Completed | 0.23250 | 0.2100 | NaN | Full-time | True | 660.0 | 679.0 | 3.333333 | 1.0000 | 0 | 0 |
| 2217 | 36 | Completed | 0.16436 | 0.1572 | NaN | Not available | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 2394 | 36 | Defaulted | 0.18726 | 0.1800 | NaN | Not employed | False | 780.0 | 799.0 | 0.083333 | 1.0000 | 0 | 0 |
| 2452 | 36 | Current | 0.28851 | 0.2499 | 6.0 | Self-employed | True | 700.0 | 719.0 | 9.416667 | 1.0000 | 0 | 0 |
| 2712 | 36 | Completed | 0.20936 | 0.2020 | NaN | NaN | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 2715 | 36 | Completed | 0.18224 | 0.1750 | NaN | Not available | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 3174 | 36 | Past Due | 0.35643 | 0.3199 | 4.0 | Employed | False | 660.0 | 679.0 | 158.333333 | 1.0000 | 0 | 0 |
| 3300 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Employed | False | 680.0 | 699.0 | 8.333333 | 1.0000 | 0 | 0 |
| 3339 | 36 | Chargedoff | 0.21739 | 0.2100 | NaN | Full-time | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 3494 | 36 | Chargedoff | 0.22744 | 0.2200 | NaN | Not employed | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 4424 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | False | 700.0 | 719.0 | 200.000000 | 1.0000 | 0 | 0 |
| 4786 | 36 | Completed | 0.10542 | 0.0985 | NaN | Full-time | False | 760.0 | 779.0 | 125.000000 | 1.0000 | 0 | 0 |
| 4827 | 36 | Completed | 0.08971 | 0.0725 | NaN | Self-employed | False | 800.0 | 819.0 | 0.083333 | 1.0000 | 0 | 0 |
| 4968 | 36 | Defaulted | 0.18726 | 0.1800 | NaN | Full-time | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 1 | 1 |
| 5154 | 36 | Current | 0.35285 | 0.3127 | 3.0 | Employed | False | 680.0 | 699.0 | 150.000000 | 1.0000 | 0 | 0 |
| 5186 | 36 | Completed | 0.15713 | 0.1500 | NaN | Self-employed | False | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 5567 | 36 | Defaulted | 0.23748 | 0.2300 | NaN | Not available | True | 640.0 | 659.0 | 0.833333 | 1.0000 | 0 | 0 |
| 5743 | 36 | Completed | 0.15412 | 0.1470 | NaN | Not available | False | 600.0 | 619.0 | 83.333333 | 1.0000 | 0 | 0 |
| 5806 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | True | 720.0 | 739.0 | 5.833333 | 1.0000 | 0 | 0 |
| 5961 | 36 | Chargedoff | 0.08971 | 0.0725 | NaN | Not available | False | 460.0 | 479.0 | 125.000000 | 1.0000 | 0 | 0 |
| 5976 | 36 | Defaulted | 0.15428 | 0.1400 | NaN | Full-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 6965 | 36 | Defaulted | 0.20735 | 0.2000 | NaN | Self-employed | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 7086 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | False | 600.0 | 619.0 | 158.333333 | 1.0000 | 0 | 0 |
| 7608 | 36 | Chargedoff | 0.07045 | 0.0500 | NaN | Full-time | False | 540.0 | 559.0 | 133.333333 | 1.0000 | 0 | 0 |
| 7836 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Employed | False | 700.0 | 719.0 | 167.750000 | 1.0000 | 0 | 0 |
| 7856 | 36 | Completed | 0.15878 | 0.1495 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 7871 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | False | 720.0 | 739.0 | 3.000000 | 1.0000 | 0 | 0 |
| 7872 | 60 | Current | 0.27246 | 0.2468 | 7.0 | Employed | False | 720.0 | 739.0 | 166.666667 | 1.0000 | 0 | 0 |
| 8010 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Self-employed | True | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 8054 | 36 | Chargedoff | 0.13453 | 0.1275 | NaN | Self-employed | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 8093 | 36 | Defaulted | 0.27767 | 0.2700 | NaN | Not available | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 8246 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Full-time | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 0 |
| 8449 | 36 | Completed | 0.28545 | 0.2700 | NaN | Self-employed | False | 540.0 | 559.0 | 0.083333 | 1.0000 | 1 | 0 |
| 8462 | 36 | Completed | 0.16767 | 0.1605 | NaN | NaN | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 8501 | 36 | Completed | 0.13855 | 0.1315 | NaN | NaN | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 8748 | 36 | Chargedoff | 0.35858 | 0.3220 | 6.0 | Employed | True | 640.0 | 659.0 | 1.833333 | 1.0000 | 0 | 0 |
| 8829 | 36 | Completed | 0.25757 | 0.2500 | NaN | Self-employed | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 8936 | 36 | Current | 0.35356 | 0.3134 | 4.0 | Full-time | False | 700.0 | 719.0 | 116.666667 | 1.0000 | 0 | 0 |
| 9410 | 36 | Completed | 0.28771 | 0.2800 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 9972 | 36 | Chargedoff | 0.16991 | 0.1555 | NaN | Part-time | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 1 |
| 10009 | 36 | Chargedoff | 0.19730 | 0.1900 | NaN | Self-employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 0 |
| 10018 | 36 | Current | 0.32538 | 0.2859 | 2.0 | Employed | False | 660.0 | 679.0 | 15.000000 | 1.0000 | 0 | 0 |
| 10432 | 36 | Completed | 0.10692 | 0.1000 | NaN | Not available | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 10567 | 36 | Defaulted | 0.15286 | 0.1350 | NaN | Full-time | True | 640.0 | 659.0 | 133.333333 | 1.0000 | 0 | 0 |
| 10925 | 36 | Chargedoff | 0.14984 | 0.1350 | NaN | Self-employed | False | 680.0 | 699.0 | 100.000000 | 1.0000 | 0 | 0 |
| 10969 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Employed | False | 720.0 | 739.0 | 2.500000 | 1.0000 | 0 | 0 |
| 11091 | 36 | Chargedoff | 0.18224 | 0.1750 | NaN | Not available | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 11103 | 36 | Completed | 0.27566 | 0.2680 | NaN | Full-time | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 11162 | 36 | Completed | 0.12198 | 0.1150 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 11815 | 36 | Chargedoff | 0.35805 | 0.3500 | NaN | Full-time | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 2 | 0 |
| 12009 | 60 | Past Due | 0.27462 | 0.2489 | 6.0 | Employed | True | 720.0 | 739.0 | 125.000000 | 1.0000 | 0 | 0 |
| 12013 | 60 | Current | 0.31375 | 0.2870 | 5.0 | Employed | True | 740.0 | 759.0 | 4.500000 | 1.0000 | 0 | 0 |
| 12120 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Self-employed | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 12375 | 36 | Completed | 0.19196 | 0.1700 | NaN | Full-time | False | 620.0 | 639.0 | 100.000000 | 1.0000 | 1 | 1 |
| 12562 | 36 | Chargedoff | 0.18726 | 0.1800 | NaN | Not available | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 12763 | 36 | Chargedoff | 0.29740 | 0.2740 | 8.0 | Full-time | False | 680.0 | 699.0 | 166.666667 | 1.0000 | 0 | 0 |
| 12860 | 36 | Completed | 0.21223 | 0.1900 | NaN | Part-time | False | 640.0 | 659.0 | 178.000000 | 1.0000 | 0 | 0 |
| 12976 | 36 | Completed | 0.17722 | 0.1700 | NaN | Not employed | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 13102 | 36 | Completed | 0.17722 | 0.1700 | NaN | NaN | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 13227 | 36 | Defaulted | 0.24891 | 0.2300 | NaN | Not available | True | 540.0 | 559.0 | 175.000000 | 1.0000 | 0 | 0 |
| 13773 | 36 | Completed | 0.16802 | 0.1500 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 14013 | 36 | Defaulted | 0.26611 | 0.2470 | NaN | Full-time | False | 600.0 | 619.0 | 125.000000 | 1.0000 | 0 | 0 |
| 14096 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Self-employed | False | 680.0 | 699.0 | 2.166667 | 1.0000 | 0 | 0 |
| 14126 | 60 | Past Due | 0.27554 | 0.2498 | 7.0 | Employed | False | 720.0 | 739.0 | 2.916667 | 1.0000 | 0 | 0 |
| 14599 | 36 | Completed | 0.14983 | 0.1320 | NaN | Not employed | False | 680.0 | 699.0 | 175.000000 | 1.0000 | 0 | 0 |
| 14717 | 36 | Chargedoff | 0.19340 | 0.1820 | NaN | Part-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 15570 | 36 | Completed | 0.20735 | 0.2000 | NaN | Not available | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 16163 | 36 | Current | 0.33553 | 0.2958 | 6.0 | Other | True | 680.0 | 699.0 | 83.333333 | 1.0000 | 0 | 0 |
| 16613 | 36 | Completed | 0.09437 | 0.0875 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 16750 | 60 | Current | 0.13942 | 0.1169 | 9.0 | Self-employed | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 16827 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not available | True | 500.0 | 519.0 | 0.083333 | 1.0000 | 0 | 0 |
| 16849 | 36 | Current | 0.31790 | 0.2786 | 5.0 | Employed | False | 680.0 | 699.0 | 4.333333 | 1.0000 | 0 | 0 |
| 17117 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 17206 | 36 | Chargedoff | 0.30630 | 0.2900 | NaN | Not available | False | 520.0 | 539.0 | 158.500000 | 1.0000 | 0 | 0 |
| 17263 | 36 | Chargedoff | 0.35643 | 0.3199 | 4.0 | Self-employed | False | 680.0 | 699.0 | 83.333333 | 0.9126 | 0 | 0 |
| 18463 | 36 | Defaulted | 0.19981 | 0.1925 | NaN | Full-time | False | 660.0 | 679.0 | 141.666667 | 1.0000 | 0 | 0 |
| 19105 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Self-employed | False | 680.0 | 699.0 | 125.000000 | 1.0000 | 0 | 0 |
| 19112 | 12 | Completed | 0.16033 | 0.1033 | 5.0 | Employed | False | 760.0 | 779.0 | 200.000000 | 1.0000 | 0 | 0 |
| 19240 | 36 | Past Due | 0.35356 | 0.3134 | 3.0 | Employed | True | 680.0 | 699.0 | 125.000000 | 1.0000 | 0 | 0 |
| 19270 | 36 | Completed | 0.11947 | 0.1125 | NaN | Full-time | True | 740.0 | 759.0 | 2.500000 | 1.0000 | 0 | 0 |
| 19287 | 36 | Chargedoff | 0.23447 | 0.2270 | NaN | Self-employed | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 19332 | 36 | Completed | 0.10867 | 0.1000 | NaN | Not available | False | 760.0 | 779.0 | 200.000000 | 1.0000 | 0 | 0 |
| 19502 | 36 | Completed | 0.15713 | 0.1500 | NaN | Self-employed | True | 820.0 | 839.0 | 0.083333 | 1.0000 | 0 | 0 |
| 19622 | 36 | Chargedoff | 0.20735 | 0.2000 | NaN | Not employed | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 19643 | 36 | Completed | 0.16717 | 0.1600 | NaN | Full-time | False | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 19885 | 36 | Defaulted | 0.27535 | 0.2600 | NaN | Self-employed | True | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 19924 | 36 | Completed | 0.14056 | 0.1335 | NaN | Not available | False | 660.0 | 679.0 | 166.000000 | 1.0000 | 0 | 0 |
| 20015 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Other | True | 660.0 | 679.0 | 116.666667 | 1.0000 | 0 | 0 |
| 20097 | 36 | Past Due | 0.35356 | 0.3134 | 3.0 | Employed | True | 720.0 | 739.0 | 133.333333 | 1.0000 | 0 | 0 |
| 20524 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 500.0 | 519.0 | 0.083333 | 1.0000 | 0 | 0 |
| 20639 | 36 | Completed | 0.18994 | 0.1680 | NaN | Full-time | False | 640.0 | 659.0 | 100.000000 | 1.0000 | 0 | 0 |
| 20650 | 36 | Completed | 0.23246 | 0.2250 | NaN | NaN | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 20820 | 60 | Completed | 0.31375 | 0.2870 | 5.0 | Self-employed | True | 720.0 | 739.0 | 5.416667 | 1.0000 | 0 | 0 |
| 20903 | 36 | Chargedoff | 0.22778 | 0.2100 | NaN | Not available | False | 480.0 | 499.0 | 183.333333 | 1.0000 | 0 | 0 |
| 21320 | 36 | Completed | 0.13797 | 0.1262 | NaN | Full-time | False | 680.0 | 699.0 | 141.666667 | 1.0000 | 0 | 0 |
| 21647 | 12 | Completed | 0.29287 | 0.1936 | 6.0 | Employed | False | 700.0 | 719.0 | 4.166667 | 1.0000 | 0 | 0 |
| 21792 | 36 | Completed | 0.20735 | 0.2000 | NaN | Self-employed | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 21872 | 36 | Current | 0.23438 | 0.1970 | 4.0 | Self-employed | True | 660.0 | 679.0 | 10.000000 | 1.0000 | 0 | 0 |
| 22462 | 36 | Completed | 0.18525 | 0.1780 | NaN | Self-employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 1 |
| 22481 | 36 | Completed | 0.29776 | 0.2900 | NaN | Self-employed | True | 660.0 | 679.0 | 128.250000 | 1.0000 | 0 | 0 |
| 22678 | 36 | Completed | 0.18475 | 0.1775 | NaN | NaN | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 22687 | 36 | Chargedoff | 0.13705 | 0.1300 | NaN | Retired | False | 720.0 | 739.0 | 158.666667 | 1.0000 | 1 | 1 |
| 22905 | 36 | Completed | 0.15994 | 0.1528 | NaN | Not employed | False | 640.0 | 659.0 | 125.250000 | 1.0000 | 0 | 0 |
| 22953 | 36 | Defaulted | 0.08213 | 0.0650 | NaN | Not available | False | 540.0 | 559.0 | 116.666667 | 1.0000 | 0 | 0 |
| 23058 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Other | False | 700.0 | 719.0 | 187.250000 | 1.0000 | 0 | 0 |
| 23264 | 36 | Completed | 0.34577 | 0.3058 | 4.0 | Employed | False | 720.0 | 739.0 | 166.666667 | 1.0000 | 0 | 0 |
| 23384 | 36 | Completed | 0.14608 | 0.1390 | NaN | Self-employed | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 23686 | 36 | Completed | 0.12691 | 0.0990 | 6.0 | Self-employed | True | 780.0 | 799.0 | 41.666667 | 1.0000 | 0 | 0 |
| 23701 | 36 | Past Due | 0.35356 | 0.3134 | 3.0 | Employed | False | 660.0 | 679.0 | 100.000000 | 1.0000 | 0 | 0 |
| 24113 | 36 | Defaulted | 0.22231 | 0.2149 | NaN | Self-employed | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 4 | 2 |
| 24186 | 36 | Completed | 0.24507 | 0.2300 | NaN | Self-employed | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 24514 | 36 | Defaulted | 0.22643 | 0.2190 | NaN | Full-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 0 |
| 24768 | 60 | Current | 0.27462 | 0.2489 | 6.0 | Self-employed | True | 760.0 | 779.0 | 1.666667 | 1.0000 | 0 | 0 |
| 24848 | 36 | Chargedoff | 0.27909 | 0.2637 | NaN | Full-time | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 1 | 1 |
| 24898 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Employed | True | 760.0 | 779.0 | 100.000000 | 1.0000 | 0 | 0 |
| 25329 | 36 | Past Due | 0.35356 | 0.3134 | 4.0 | Other | True | 780.0 | 799.0 | 0.083333 | 1.0000 | 0 | 0 |
| 26112 | 36 | Completed | 0.35643 | 0.3199 | 4.0 | Full-time | False | 660.0 | 679.0 | 2.416667 | 1.0000 | 0 | 0 |
| 26362 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Employed | False | 700.0 | 719.0 | 181.250000 | 1.0000 | 0 | 0 |
| 26424 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Other | False | 700.0 | 719.0 | 141.666667 | 1.0000 | 0 | 0 |
| 26734 | 36 | Defaulted | 0.12700 | 0.1200 | NaN | Full-time | True | 780.0 | 799.0 | 0.083333 | 1.0000 | 2 | 0 |
| 26765 | 36 | Chargedoff | 0.22904 | 0.2216 | NaN | Full-time | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 26875 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Other | True | 740.0 | 759.0 | 147.916667 | 1.0000 | 0 | 0 |
| 27006 | 36 | Completed | 0.27404 | 0.2587 | NaN | Full-time | False | 700.0 | 719.0 | 4.166667 | 1.0000 | 1 | 0 |
| 27093 | 36 | Completed | 0.23457 | 0.2271 | NaN | Part-time | False | 620.0 | 639.0 | 79.166667 | 1.0000 | 0 | 0 |
| 27865 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | False | 720.0 | 739.0 | 2.333333 | 1.0000 | 0 | 0 |
| 28149 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | False | 680.0 | 699.0 | 166.666667 | 1.0000 | 0 | 0 |
| 28608 | 36 | Chargedoff | 0.13453 | 0.1275 | NaN | Full-time | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 28677 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Self-employed | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 28722 | 36 | Chargedoff | 0.21739 | 0.2100 | NaN | Full-time | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 1 | 1 |
| 28852 | 36 | Completed | 0.19914 | 0.1900 | NaN | Not available | False | 640.0 | 659.0 | 100.000000 | 1.0000 | 0 | 0 |
| 28949 | 36 | Completed | 0.10692 | 0.1000 | NaN | Not employed | True | 780.0 | 799.0 | 37.500000 | 1.0000 | 2 | 2 |
| 29029 | 36 | Completed | 0.11749 | 0.1000 | NaN | Self-employed | False | 680.0 | 699.0 | 150.000000 | 1.0000 | 1 | 1 |
| 30026 | 36 | Completed | 0.12345 | 0.1059 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 30827 | 36 | Defaulted | 0.33553 | 0.2958 | 6.0 | Employed | False | 680.0 | 699.0 | 1.416667 | 1.0000 | 0 | 0 |
| 31161 | 36 | Current | 0.30285 | 0.2639 | 2.0 | Employed | True | 720.0 | 739.0 | 200.000000 | 1.0000 | 0 | 0 |
| 32237 | 36 | Completed | 0.16119 | 0.1500 | NaN | Part-time | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 32383 | 36 | Completed | 0.25757 | 0.2500 | NaN | Self-employed | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 32569 | 36 | Current | 0.17754 | 0.1414 | 6.0 | Employed | False | 660.0 | 679.0 | 158.333333 | 1.0000 | 0 | 0 |
| 32804 | 36 | Completed | 0.11587 | 0.1000 | NaN | Part-time | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 1 | 1 |
| 33029 | 36 | Completed | 0.28018 | 0.2725 | NaN | Full-time | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 33262 | 36 | Completed | 0.15713 | 0.1500 | NaN | Full-time | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 1 | 1 |
| 33457 | 36 | Chargedoff | 0.22053 | 0.1894 | 9.0 | Full-time | False | 680.0 | 699.0 | 125.000000 | 1.0000 | 0 | 0 |
| 33478 | 36 | Chargedoff | 0.35285 | 0.3127 | 4.0 | Employed | False | 680.0 | 699.0 | 125.000000 | 1.0000 | 0 | 0 |
| 33712 | 60 | Chargedoff | 0.29464 | 0.2684 | 6.0 | Employed | False | 680.0 | 699.0 | 37.500000 | 1.0000 | 0 | 0 |
| 34117 | 36 | Completed | 0.14709 | 0.1400 | NaN | Not available | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 34600 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Employed | False | 740.0 | 759.0 | 6.250000 | 1.0000 | 0 | 0 |
| 34883 | 36 | Current | 0.23939 | 0.2019 | 6.0 | Other | False | 700.0 | 719.0 | 2.666667 | 1.0000 | 0 | 0 |
| 35009 | 36 | Defaulted | 0.30564 | 0.2900 | NaN | Full-time | True | 540.0 | 559.0 | 143.000000 | 1.0000 | 1 | 0 |
| 35372 | 36 | Completed | 0.06698 | 0.0500 | NaN | Full-time | True | 540.0 | 559.0 | 0.083333 | 1.0000 | 0 | 0 |
| 35790 | 36 | Completed | 0.22153 | 0.1649 | NaN | Full-time | False | 640.0 | 659.0 | 66.666667 | 1.0000 | 0 | 0 |
| 36145 | 36 | Completed | 0.26461 | 0.2570 | NaN | Self-employed | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 36277 | 36 | Defaulted | 0.22693 | 0.2195 | NaN | Full-time | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 36363 | 36 | Chargedoff | 0.18977 | 0.1825 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 36915 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | True | 680.0 | 699.0 | 133.333333 | 1.0000 | 0 | 0 |
| 36933 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Full-time | False | 680.0 | 699.0 | 2.416667 | 1.0000 | 0 | 0 |
| 37152 | 36 | Completed | 0.22656 | 0.2079 | NaN | Part-time | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 37625 | 36 | Completed | 0.16386 | 0.1495 | NaN | Not employed | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 38018 | 36 | Defaulted | 0.28494 | 0.2695 | NaN | Full-time | True | 560.0 | 579.0 | 0.083333 | 1.0000 | 0 | 0 |
| 38112 | 36 | Completed | 0.20232 | 0.1950 | NaN | Not available | False | 620.0 | 639.0 | 124.833333 | 1.0000 | 0 | 0 |
| 38582 | 36 | Defaulted | 0.23902 | 0.2240 | NaN | Full-time | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 38902 | 60 | Current | 0.20358 | 0.1845 | 5.0 | Employed | True | 760.0 | 779.0 | 3.333333 | 1.0000 | 0 | 0 |
| 39491 | 36 | Completed | 0.24939 | 0.2148 | 8.0 | Full-time | False | 720.0 | 739.0 | 200.000000 | 1.0000 | 0 | 0 |
| 40156 | 36 | Completed | 0.14407 | 0.1370 | NaN | NaN | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 40641 | 36 | Chargedoff | 0.28851 | 0.2499 | 6.0 | Employed | False | 720.0 | 739.0 | 125.000000 | 1.0000 | 0 | 0 |
| 40657 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Self-employed | False | 700.0 | 719.0 | 5.000000 | 1.0000 | 0 | 0 |
| 41717 | 36 | Current | 0.35356 | 0.3134 | 6.0 | Employed | False | 700.0 | 719.0 | 200.000000 | 1.0000 | 0 | 0 |
| 42251 | 36 | Completed | 0.17322 | 0.1515 | 8.0 | Employed | False | 720.0 | 739.0 | 166.666667 | 1.0000 | 0 | 0 |
| 42482 | 36 | Defaulted | 0.37453 | 0.3500 | NaN | Full-time | True | 540.0 | 559.0 | 135.000000 | 1.0000 | 0 | 0 |
| 42606 | 60 | Chargedoff | 0.31375 | 0.2870 | 6.0 | Employed | False | 700.0 | 719.0 | 3.750000 | 1.0000 | 0 | 0 |
| 42630 | 36 | Completed | 0.21739 | 0.2100 | NaN | Self-employed | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 42912 | 36 | Defaulted | 0.25757 | 0.2500 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 42977 | 36 | Chargedoff | 0.23981 | 0.2210 | NaN | Full-time | False | 520.0 | 539.0 | 140.000000 | 1.0000 | 0 | 0 |
| 43121 | 36 | Completed | 0.08433 | 0.0775 | NaN | NaN | False | 780.0 | 799.0 | 0.083333 | 1.0000 | 0 | 0 |
| 43327 | 36 | Completed | 0.13584 | 0.1288 | NaN | Part-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 43492 | 60 | Current | 0.20358 | 0.1845 | 8.0 | Employed | False | 700.0 | 719.0 | 3.083333 | 1.0000 | 0 | 0 |
| 43519 | 36 | Completed | 0.35285 | 0.3127 | 3.0 | Other | False | 700.0 | 719.0 | 125.000000 | 1.0000 | 0 | 0 |
| 43692 | 36 | Completed | 0.19178 | 0.1845 | NaN | Self-employed | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 43878 | 36 | Defaulted | 0.35356 | 0.3134 | 4.0 | Employed | True | 760.0 | 779.0 | 2.916667 | 1.0000 | 0 | 0 |
| 44805 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Other | False | 660.0 | 679.0 | 165.000000 | 1.0000 | 0 | 0 |
| 44862 | 60 | Chargedoff | 0.31375 | 0.2870 | 5.0 | Self-employed | False | 780.0 | 799.0 | 58.333333 | 1.0000 | 0 | 0 |
| 45010 | 36 | Defaulted | 0.21639 | 0.2090 | NaN | Full-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 1 |
| 45136 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 45918 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Self-employed | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 46168 | 36 | Completed | 0.18726 | 0.1800 | NaN | Not employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 46186 | 36 | Completed | 0.16988 | 0.1627 | NaN | Self-employed | False | 680.0 | 699.0 | 120.833333 | 1.0000 | 0 | 0 |
| 46467 | 36 | Completed | 0.16990 | 0.1579 | NaN | Not employed | False | 800.0 | 819.0 | 56.250000 | 1.0000 | 0 | 0 |
| 46492 | 36 | Chargedoff | 0.20986 | 0.2025 | NaN | Full-time | False | 640.0 | 659.0 | 108.333333 | 1.0000 | 0 | 0 |
| 46734 | 60 | Current | 0.26128 | 0.2359 | 3.0 | Employed | False | 700.0 | 719.0 | 10.000000 | 1.0000 | 0 | 0 |
| 46841 | 36 | Completed | 0.16978 | 0.1626 | NaN | Self-employed | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 1 | 1 |
| 46842 | 36 | Completed | 0.12931 | 0.1223 | NaN | Retired | True | 680.0 | 699.0 | 82.416667 | 1.0000 | 0 | 0 |
| 47296 | 36 | Completed | 0.22893 | 0.2140 | NaN | Part-time | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 47641 | 36 | Completed | 0.24702 | 0.2395 | NaN | Not available | False | 600.0 | 619.0 | 151.416667 | 1.0000 | 0 | 0 |
| 48098 | 36 | Completed | 0.12951 | 0.1225 | NaN | Self-employed | False | 780.0 | 799.0 | 12.500000 | 1.0000 | 0 | 0 |
| 48124 | 36 | Defaulted | 0.14207 | 0.1350 | NaN | Not employed | False | 800.0 | 819.0 | 0.083333 | 1.0000 | 0 | 0 |
| 48388 | 36 | Completed | 0.26914 | 0.2500 | NaN | Full-time | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 48508 | 36 | Current | 0.29510 | 0.2599 | 6.0 | Full-time | False | 740.0 | 759.0 | 116.666667 | 1.0000 | 0 | 0 |
| 48743 | 36 | Chargedoff | 0.15893 | 0.1500 | NaN | Part-time | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 48976 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Retired | False | 600.0 | 619.0 | 166.666667 | 1.0000 | 0 | 0 |
| 49202 | 36 | Completed | 0.08641 | 0.0830 | 9.0 | Full-time | True | 800.0 | 819.0 | 0.083333 | 1.0000 | 1 | 0 |
| 49268 | 36 | Completed | 0.08835 | 0.0815 | NaN | Not available | False | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 49287 | 60 | Completed | 0.20705 | 0.1830 | 6.0 | Other | False | 760.0 | 779.0 | 3.000000 | 1.0000 | 0 | 0 |
| 49428 | 36 | Completed | 0.37453 | 0.3500 | NaN | Part-time | True | 660.0 | 679.0 | 41.666667 | 1.0000 | 0 | 0 |
| 49435 | 36 | Completed | 0.13905 | 0.1320 | NaN | Not employed | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 1 | 1 |
| 49485 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Self-employed | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 49741 | 36 | Completed | 0.16105 | 0.1539 | NaN | Not employed | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 49937 | 36 | Chargedoff | 0.28771 | 0.2800 | NaN | Not available | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 50120 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | False | 460.0 | 479.0 | 0.083333 | 1.0000 | 0 | 0 |
| 50155 | 36 | Current | 0.35356 | 0.3134 | 2.0 | Employed | False | 720.0 | 739.0 | 194.333333 | 1.0000 | 0 | 0 |
| 50311 | 36 | Chargedoff | 0.15693 | 0.1498 | NaN | Not available | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 50662 | 36 | Chargedoff | 0.17019 | 0.1630 | NaN | Part-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 50957 | 36 | Completed | 0.09728 | 0.0800 | NaN | Part-time | False | 760.0 | 779.0 | 166.666667 | 1.0000 | 1 | 1 |
| 51392 | 36 | Chargedoff | 0.24753 | 0.2400 | NaN | Full-time | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 51505 | 36 | Chargedoff | 0.15629 | 0.1420 | NaN | Full-time | False | 680.0 | 699.0 | 3.583333 | 1.0000 | 0 | 0 |
| 51543 | 36 | Completed | 0.23748 | 0.2300 | NaN | Not available | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 51591 | 36 | Chargedoff | 0.15713 | 0.1500 | NaN | Not employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 51881 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Other | False | 700.0 | 719.0 | 158.333333 | 1.0000 | 0 | 0 |
| 52113 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Full-time | True | 540.0 | 559.0 | 0.083333 | 1.0000 | 2 | 2 |
| 52206 | 36 | Chargedoff | 0.36559 | 0.3575 | NaN | NaN | False | NaN | NaN | 133.333333 | 1.0000 | 0 | 0 |
| 52305 | 36 | Completed | 0.24753 | 0.2400 | NaN | Full-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 52427 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Self-employed | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 52428 | 36 | Past Due | 0.35797 | 0.3177 | 4.0 | Employed | False | 720.0 | 739.0 | 166.666667 | 1.0000 | 0 | 0 |
| 52485 | 36 | Defaulted | 0.29554 | 0.2800 | NaN | Not employed | False | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 52559 | 36 | Completed | 0.10190 | 0.0950 | NaN | Retired | False | 760.0 | 779.0 | 0.083333 | 1.0000 | 1 | 1 |
| 52675 | 36 | Chargedoff | 0.12745 | 0.0920 | 9.0 | Retired | False | 740.0 | 759.0 | 58.333333 | 1.0000 | 0 | 0 |
| 52771 | 36 | Completed | 0.28269 | 0.2750 | NaN | Full-time | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 52890 | 36 | Completed | 0.08634 | 0.0795 | NaN | Full-time | True | 840.0 | 859.0 | 0.083333 | 1.0000 | 8 | 8 |
| 52945 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Self-employed | True | 760.0 | 779.0 | 10.000000 | 1.0000 | 0 | 0 |
| 54027 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | False | 700.0 | 719.0 | 100.000000 | 1.0000 | 0 | 0 |
| 54373 | 36 | Chargedoff | 0.35132 | 0.3149 | 4.0 | Other | False | 780.0 | 799.0 | 91.666667 | 1.0000 | 0 | 0 |
| 54378 | 36 | Current | 0.34045 | 0.3006 | 7.0 | Employed | True | 760.0 | 779.0 | 3.416667 | 1.0000 | 0 | 0 |
| 54517 | 36 | Chargedoff | 0.19462 | 0.1800 | NaN | Not employed | False | 560.0 | 579.0 | 0.083333 | 1.0000 | 0 | 0 |
| 54755 | 36 | Chargedoff | 0.19630 | 0.1890 | NaN | Self-employed | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 54798 | 36 | Completed | 0.12188 | 0.1149 | NaN | Self-employed | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 1 | 1 |
| 55169 | 36 | Defaulted | 0.15907 | 0.1490 | NaN | Full-time | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 55267 | 36 | Completed | 0.17722 | 0.1700 | NaN | NaN | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 55295 | 36 | Completed | 0.29510 | 0.2599 | 6.0 | Employed | False | 680.0 | 699.0 | 133.333333 | 1.0000 | 0 | 0 |
| 55374 | 36 | Completed | 0.21480 | 0.2000 | NaN | Part-time | False | 580.0 | 599.0 | 62.500000 | 1.0000 | 0 | 0 |
| 55685 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Employed | False | 700.0 | 719.0 | 183.333333 | 1.0000 | 0 | 0 |
| 56311 | 36 | Completed | 0.12700 | 0.1200 | NaN | Not available | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 56345 | 36 | Chargedoff | 0.23880 | 0.2200 | NaN | Full-time | False | 520.0 | 539.0 | 175.000000 | 1.0000 | 0 | 0 |
| 56662 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Other | True | 660.0 | 679.0 | 116.666667 | 1.0000 | 0 | 0 |
| 56805 | 36 | Defaulted | 0.27107 | 0.2600 | NaN | Not available | False | 480.0 | 499.0 | 125.000000 | 1.0000 | 0 | 0 |
| 56897 | 36 | Defaulted | 0.19991 | 0.1926 | NaN | Self-employed | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 57253 | 36 | Completed | 0.10537 | 0.0880 | NaN | Self-employed | False | 720.0 | 739.0 | 187.500000 | 1.0000 | 0 | 0 |
| 57478 | 36 | Past Due | 0.35285 | 0.3127 | 2.0 | Other | True | 700.0 | 719.0 | 158.333333 | 1.0000 | 0 | 0 |
| 57708 | 36 | Current | 0.35797 | 0.3177 | 2.0 | Self-employed | True | 740.0 | 759.0 | 2.916667 | 1.0000 | 0 | 0 |
| 57789 | 36 | Completed | 0.08139 | 0.0700 | NaN | Full-time | True | 860.0 | 879.0 | 0.083333 | 1.0000 | 0 | 0 |
| 58170 | 36 | Chargedoff | 0.35797 | 0.3177 | 2.0 | Self-employed | False | 740.0 | 759.0 | 166.666667 | 1.0000 | 0 | 0 |
| 58475 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Other | False | 680.0 | 699.0 | 141.666667 | 1.0000 | 0 | 0 |
| 58658 | 36 | Chargedoff | 0.35643 | 0.3199 | 2.0 | Employed | True | 760.0 | 779.0 | 5.416667 | 1.0000 | 0 | 0 |
| 58764 | 36 | Completed | 0.33097 | 0.2950 | 6.0 | Employed | False | 720.0 | 739.0 | 83.333333 | 1.0000 | 0 | 0 |
| 59043 | 36 | Completed | 0.20735 | 0.2000 | NaN | Not employed | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 59062 | 36 | Current | 0.25781 | 0.2199 | 4.0 | Self-employed | False | 660.0 | 679.0 | 5.000000 | 1.0000 | 0 | 0 |
| 59341 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | False | 700.0 | 719.0 | 2.916667 | 1.0000 | 0 | 0 |
| 59550 | 36 | Chargedoff | 0.19730 | 0.1900 | NaN | Self-employed | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 59733 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Full-time | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 60206 | 36 | Completed | 0.35356 | 0.3134 | 2.0 | Other | False | 660.0 | 679.0 | 195.833333 | 1.0000 | 0 | 0 |
| 60315 | 36 | Completed | 0.33973 | 0.2999 | 3.0 | Employed | False | 640.0 | 659.0 | 133.333333 | 1.0000 | 0 | 0 |
| 60316 | 36 | Completed | 0.10692 | 0.1000 | NaN | Not available | False | 760.0 | 779.0 | 142.500000 | 1.0000 | 0 | 0 |
| 60565 | 36 | Defaulted | 0.26260 | 0.2550 | NaN | Self-employed | True | 600.0 | 619.0 | 0.083333 | 1.0000 | 1 | 1 |
| 60577 | 36 | Completed | 0.12700 | 0.1200 | NaN | Self-employed | False | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 60669 | 36 | Current | 0.24758 | 0.2099 | 7.0 | Other | False | 740.0 | 759.0 | 100.666667 | 1.0000 | 0 | 0 |
| 60807 | 36 | Completed | 0.21983 | 0.1975 | NaN | Full-time | False | 620.0 | 639.0 | 91.666667 | 1.0000 | 1 | 0 |
| 60894 | 36 | Defaulted | 0.19228 | 0.1850 | NaN | Retired | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 61112 | 60 | Chargedoff | 0.32958 | 0.3049 | 5.0 | Employed | True | 780.0 | 799.0 | 4.333333 | 0.8549 | 0 | 0 |
| 61138 | 36 | Chargedoff | 0.19730 | 0.1900 | NaN | Full-time | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 61456 | 36 | Completed | 0.16512 | 0.1435 | NaN | Full-time | False | 640.0 | 659.0 | 66.666667 | 1.0000 | 0 | 0 |
| 61628 | 36 | Past Due | 0.34045 | 0.3006 | 1.0 | Employed | False | 680.0 | 699.0 | 0.250000 | 1.0000 | 0 | 0 |
| 61665 | 36 | Completed | 0.11244 | 0.0950 | NaN | Part-time | False | 700.0 | 719.0 | 166.666667 | 1.0000 | 0 | 0 |
| 62843 | 36 | Chargedoff | 0.37453 | 0.3500 | NaN | Full-time | False | 560.0 | 579.0 | 79.166667 | 1.0000 | 1 | 0 |
| 63169 | 36 | Completed | 0.14983 | 0.1320 | NaN | Retired | True | 660.0 | 679.0 | 125.000000 | 1.0000 | 0 | 0 |
| 63316 | 36 | Completed | 0.08684 | 0.0800 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 63426 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | True | 780.0 | 799.0 | 7.083333 | 1.0000 | 0 | 0 |
| 63523 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 63549 | 36 | Defaulted | 0.11596 | 0.1090 | NaN | Not available | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 63834 | 60 | Current | 0.29464 | 0.2684 | 6.0 | Other | False | 700.0 | 719.0 | 69.583333 | 1.0000 | 0 | 0 |
| 63930 | 36 | Completed | 0.10190 | 0.0950 | NaN | Not available | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 64351 | 36 | Defaulted | 0.16802 | 0.1500 | NaN | Not available | False | 500.0 | 519.0 | 130.833333 | 1.0000 | 0 | 0 |
| 64538 | 60 | Chargedoff | 0.26528 | 0.2398 | 7.0 | Other | False | 700.0 | 719.0 | 141.416667 | 1.0000 | 0 | 0 |
| 64832 | 36 | Completed | 0.10682 | 0.0999 | NaN | Full-time | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 1 | 0 |
| 64930 | 36 | Completed | 0.23748 | 0.2300 | NaN | Not available | False | 500.0 | 519.0 | 0.083333 | 1.0000 | 0 | 0 |
| 65078 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Full-time | True | 580.0 | 599.0 | 145.833333 | 1.0000 | 0 | 0 |
| 65741 | 36 | Past Due | 0.35356 | 0.3134 | 3.0 | Employed | False | 660.0 | 679.0 | 166.666667 | 1.0000 | 0 | 0 |
| 66685 | 36 | Defaulted | 0.09086 | 0.0840 | NaN | Retired | True | 780.0 | 799.0 | 0.083333 | 1.0000 | 0 | 0 |
| 67094 | 36 | Completed | 0.09862 | 0.0900 | NaN | Part-time | False | 760.0 | 779.0 | 200.000000 | 1.0000 | 0 | 0 |
| 67386 | 36 | Completed | 0.11345 | 0.1065 | NaN | Not available | False | 780.0 | 799.0 | 41.666667 | 1.0000 | 0 | 0 |
| 67478 | 36 | Completed | 0.15713 | 0.1500 | NaN | Full-time | False | 680.0 | 699.0 | 148.333333 | 1.0000 | 0 | 0 |
| 67697 | 36 | Defaulted | 0.18224 | 0.1750 | NaN | Self-employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 67799 | 36 | Chargedoff | 0.29776 | 0.2900 | NaN | Not available | False | 580.0 | 599.0 | 183.333333 | 1.0000 | 0 | 0 |
| 68072 | 36 | Chargedoff | 0.30463 | 0.2890 | NaN | Part-time | False | 580.0 | 599.0 | 166.666667 | 1.0000 | 0 | 0 |
| 68847 | 36 | Chargedoff | 0.12700 | 0.1200 | NaN | Full-time | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 2 | 2 |
| 68925 | 36 | Completed | 0.27767 | 0.2700 | NaN | Self-employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 68980 | 36 | Completed | 0.10692 | 0.1000 | NaN | Full-time | True | 780.0 | 799.0 | 0.083333 | 1.0000 | 1 | 1 |
| 69080 | 36 | Defaulted | 0.35643 | 0.3199 | 4.0 | Employed | False | 740.0 | 759.0 | 91.666667 | 1.0000 | 0 | 0 |
| 69172 | 36 | Completed | 0.24771 | 0.2250 | NaN | Part-time | False | 640.0 | 659.0 | 166.666667 | 1.0000 | 1 | 1 |
| 69837 | 36 | Completed | 0.18726 | 0.1800 | NaN | Self-employed | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 1 | 1 |
| 69995 | 36 | Chargedoff | 0.18173 | 0.1599 | 8.0 | Self-employed | False | 760.0 | 779.0 | 41.666667 | 1.0000 | 0 | 0 |
| 70356 | 36 | Chargedoff | 0.18224 | 0.1750 | NaN | Full-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 70379 | 36 | Completed | 0.17752 | 0.1594 | NaN | Self-employed | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 1 | 0 |
| 70434 | 36 | Completed | 0.12700 | 0.1200 | NaN | Self-employed | True | 820.0 | 839.0 | 0.083333 | 1.0000 | 1 | 1 |
| 70586 | 36 | Completed | 0.21857 | 0.2000 | NaN | Not available | False | 580.0 | 599.0 | 166.666667 | 1.0000 | 0 | 0 |
| 70679 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Employed | False | 700.0 | 719.0 | 2.500000 | 1.0000 | 0 | 0 |
| 70843 | 36 | Chargedoff | 0.13654 | 0.1295 | NaN | Self-employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 71083 | 36 | Chargedoff | 0.34577 | 0.3058 | 4.0 | Self-employed | False | 680.0 | 699.0 | 100.000000 | 1.0000 | 0 | 0 |
| 71122 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Self-employed | True | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 71715 | 36 | Chargedoff | 0.21739 | 0.2100 | NaN | Full-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 0 |
| 71900 | 36 | Current | 0.34621 | 0.3099 | 3.0 | Part-time | False | 640.0 | 659.0 | 90.000000 | 1.0000 | 0 | 0 |
| 72279 | 36 | Completed | 0.15713 | 0.1500 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 72853 | 36 | Completed | 0.11535 | 0.0920 | 9.0 | Part-time | False | 700.0 | 719.0 | 166.666667 | 1.0000 | 0 | 0 |
| 73734 | 36 | Completed | 0.11696 | 0.1100 | NaN | Full-time | False | 720.0 | 739.0 | 200.000000 | 1.0000 | 0 | 0 |
| 74563 | 36 | Completed | 0.29506 | 0.2625 | 8.0 | Self-employed | False | 680.0 | 699.0 | 87.916667 | 1.0000 | 0 | 0 |
| 75082 | 36 | Chargedoff | 0.14498 | 0.1379 | NaN | Self-employed | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 1 | 0 |
| 75279 | 36 | Completed | 0.26762 | 0.2600 | NaN | Self-employed | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 75491 | 36 | Completed | 0.24502 | 0.2375 | NaN | NaN | False | 540.0 | 559.0 | 0.083333 | 1.0000 | 0 | 0 |
| 75606 | 36 | Completed | 0.13705 | 0.1300 | NaN | Full-time | True | 800.0 | 819.0 | 0.083333 | 1.0000 | 0 | 0 |
| 75770 | 36 | Completed | 0.14709 | 0.1400 | NaN | Full-time | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 75804 | 36 | Chargedoff | 0.19529 | 0.1880 | NaN | Full-time | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 76233 | 36 | Completed | 0.18726 | 0.1800 | NaN | Self-employed | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 76449 | 36 | Defaulted | 0.06698 | 0.0500 | NaN | Not available | True | 680.0 | 699.0 | 46.916667 | 1.0000 | 0 | 0 |
| 76621 | 36 | Completed | 0.21230 | 0.2000 | NaN | Not available | False | 500.0 | 519.0 | 0.083333 | 1.0000 | 0 | 0 |
| 76642 | 36 | Current | 0.18316 | 0.1469 | 6.0 | Full-time | False | 640.0 | 659.0 | 2.416667 | 1.0000 | 0 | 0 |
| 76963 | 36 | Defaulted | 0.16215 | 0.1550 | NaN | Self-employed | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 77126 | 36 | Completed | 0.24753 | 0.2400 | NaN | Not available | False | 540.0 | 559.0 | 0.083333 | 1.0000 | 0 | 0 |
| 77664 | 36 | Completed | 0.16717 | 0.1600 | NaN | Self-employed | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 1 | 1 |
| 77675 | 36 | Defaulted | 0.28771 | 0.2800 | NaN | Full-time | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 1 | 0 |
| 78276 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Other | True | 700.0 | 719.0 | 171.583333 | 0.8480 | 0 | 0 |
| 78307 | 12 | Completed | 0.18192 | 0.1246 | 5.0 | Employed | False | 700.0 | 719.0 | 4.166667 | 1.0000 | 0 | 0 |
| 78498 | 36 | Chargedoff | 0.27767 | 0.2700 | NaN | Not available | True | 500.0 | 519.0 | 0.083333 | 1.0000 | 0 | 0 |
| 79001 | 36 | Chargedoff | 0.18977 | 0.1825 | NaN | Retired | True | 680.0 | 699.0 | 140.083333 | 1.0000 | 0 | 0 |
| 79428 | 36 | Completed | 0.15703 | 0.1499 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 80019 | 36 | Defaulted | 0.30533 | 0.2900 | NaN | Not available | False | 500.0 | 519.0 | 145.833333 | 1.0000 | 0 | 0 |
| 80576 | 36 | Current | 0.25259 | 0.2148 | 6.0 | Self-employed | False | 720.0 | 739.0 | 14.250000 | 1.0000 | 0 | 0 |
| 80647 | 36 | Chargedoff | 0.15703 | 0.1499 | NaN | Full-time | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 80781 | 36 | Completed | 0.15993 | 0.1420 | NaN | Full-time | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 80832 | 36 | Chargedoff | 0.19228 | 0.1850 | NaN | Full-time | False | 700.0 | 719.0 | 25.000000 | 1.0000 | 0 | 0 |
| 81157 | 36 | Chargedoff | 0.26954 | 0.2600 | NaN | Not available | True | 480.0 | 499.0 | 6.083333 | 1.0000 | 0 | 0 |
| 81280 | 36 | Chargedoff | 0.22241 | 0.2150 | NaN | Self-employed | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 81438 | 36 | Chargedoff | 0.20735 | 0.2000 | NaN | Not available | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 81821 | 36 | Current | 0.35356 | 0.3134 | 5.0 | Other | False | 760.0 | 779.0 | 120.833333 | 1.0000 | 0 | 0 |
| 81985 | 36 | Defaulted | 0.16717 | 0.1600 | NaN | Not available | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82130 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Not employed | False | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82214 | 36 | Chargedoff | 0.35643 | 0.3199 | 3.0 | Employed | False | 680.0 | 699.0 | 91.666667 | 1.0000 | 0 | 0 |
| 82321 | 36 | Chargedoff | 0.26260 | 0.2550 | NaN | Full-time | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82410 | 36 | Completed | 0.10692 | 0.1000 | NaN | Full-time | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82463 | 36 | Completed | 0.22744 | 0.2200 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 82485 | 36 | Defaulted | 0.20634 | 0.1990 | NaN | Self-employed | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82833 | 36 | Completed | 0.24753 | 0.2400 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82880 | 36 | Completed | 0.02659 | 0.0100 | NaN | Self-employed | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 82896 | 36 | Completed | 0.20735 | 0.2000 | NaN | NaN | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 83153 | 36 | Completed | 0.22492 | 0.2175 | NaN | NaN | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 83211 | 36 | Completed | 0.16115 | 0.1540 | NaN | Full-time | False | 700.0 | 719.0 | 183.333333 | 1.0000 | 1 | 0 |
| 83402 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Other | True | 740.0 | 759.0 | 3.333333 | 1.0000 | 0 | 0 |
| 83613 | 36 | Completed | 0.09588 | 0.0890 | NaN | NaN | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 83812 | 36 | Completed | 0.16988 | 0.1627 | NaN | Full-time | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 84485 | 36 | Current | 0.33286 | 0.2932 | 4.0 | Other | False | 680.0 | 699.0 | 125.000000 | 1.0000 | 0 | 0 |
| 84670 | 36 | Chargedoff | 0.35797 | 0.3177 | 4.0 | Employed | False | 720.0 | 739.0 | 116.666667 | 1.0000 | 0 | 0 |
| 84831 | 60 | Current | 0.21822 | 0.1939 | 8.0 | Self-employed | False | 740.0 | 759.0 | 200.000000 | 1.0000 | 0 | 0 |
| 85089 | 60 | Current | 0.14494 | 0.1223 | 8.0 | Other | False | 740.0 | 759.0 | 125.000000 | 1.0000 | 0 | 0 |
| 85335 | 36 | Completed | 0.11254 | 0.0999 | NaN | Full-time | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 85457 | 36 | Completed | 0.17722 | 0.1700 | NaN | NaN | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 85716 | 36 | Chargedoff | 0.24289 | 0.2335 | NaN | Not employed | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 85841 | 36 | Current | 0.26681 | 0.2287 | 2.0 | Self-employed | False | 660.0 | 679.0 | 3.750000 | 1.0000 | 0 | 0 |
| 86003 | 36 | Completed | 0.12528 | 0.0974 | 9.0 | Full-time | True | 800.0 | 819.0 | 0.083333 | 1.0000 | 1 | 0 |
| 86048 | 36 | Completed | 0.02323 | 0.0100 | NaN | Part-time | False | 580.0 | 599.0 | 34.583333 | 1.0000 | 0 | 0 |
| 86095 | 36 | Chargedoff | 0.15893 | 0.1500 | NaN | Not available | False | 740.0 | 759.0 | 83.333333 | 1.0000 | 0 | 0 |
| 86135 | 36 | Defaulted | 0.25812 | 0.2391 | NaN | Not available | False | 480.0 | 499.0 | 113.333333 | 1.0000 | 0 | 0 |
| 86280 | 36 | Completed | 0.16392 | 0.1525 | NaN | Part-time | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 1 | 1 |
| 86734 | 12 | Completed | 0.18192 | 0.1246 | 8.0 | Employed | False | 740.0 | 759.0 | 3.750000 | 1.0000 | 0 | 0 |
| 86956 | 36 | Chargedoff | 0.35797 | 0.3177 | 3.0 | Self-employed | False | 720.0 | 739.0 | 166.666667 | 1.0000 | 0 | 0 |
| 87272 | 36 | Completed | 0.21806 | 0.1995 | NaN | Full-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 87296 | 36 | Completed | 0.15713 | 0.1500 | NaN | Part-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 1 |
| 87586 | 36 | Chargedoff | 0.22744 | 0.2200 | NaN | Self-employed | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 1 | 1 |
| 87782 | 36 | Completed | 0.30564 | 0.2900 | NaN | Retired | False | 560.0 | 579.0 | 0.083333 | 1.0000 | 0 | 0 |
| 87957 | 36 | Completed | 0.29510 | 0.2599 | 6.0 | Employed | False | 660.0 | 679.0 | 175.000000 | 1.0000 | 0 | 0 |
| 88256 | 36 | Completed | 0.13393 | 0.1269 | NaN | Self-employed | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 1 |
| 89068 | 36 | Completed | 0.13353 | 0.1265 | NaN | Full-time | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 1 | 1 |
| 89754 | 36 | Completed | 0.10190 | 0.0950 | NaN | Full-time | True | 780.0 | 799.0 | 0.083333 | 1.0000 | 1 | 0 |
| 89875 | 36 | Chargedoff | 0.22945 | 0.2220 | NaN | Self-employed | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 2 | 1 |
| 90160 | 36 | Completed | 0.11244 | 0.0950 | NaN | Self-employed | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 90410 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Employed | False | 680.0 | 699.0 | 2.916667 | 1.0000 | 0 | 0 |
| 90538 | 36 | Completed | 0.08857 | 0.0800 | NaN | Part-time | False | 640.0 | 659.0 | 137.166667 | 1.0000 | 0 | 0 |
| 90629 | 36 | Defaulted | 0.22523 | 0.2178 | NaN | Self-employed | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 90738 | 36 | Completed | 0.24255 | 0.2275 | NaN | Retired | False | 700.0 | 719.0 | 141.416667 | 1.0000 | 1 | 0 |
| 90967 | 36 | Completed | 0.35797 | 0.3177 | 3.0 | Employed | False | 720.0 | 739.0 | 141.666667 | 1.0000 | 0 | 0 |
| 90975 | 36 | Completed | 0.16115 | 0.1540 | NaN | Not employed | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 1 | 1 |
| 91156 | 36 | Completed | 0.14636 | 0.1375 | NaN | Full-time | False | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 91341 | 36 | Completed | 0.17219 | 0.1650 | NaN | Not available | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 92156 | 36 | Chargedoff | 0.17722 | 0.1700 | NaN | Self-employed | True | 800.0 | 819.0 | 0.083333 | 1.0000 | 0 | 0 |
| 92399 | 36 | Current | 0.35244 | 0.3160 | 1.0 | Employed | False | 640.0 | 659.0 | 83.333333 | 1.0000 | 0 | 0 |
| 92622 | 36 | Completed | 0.13425 | 0.1225 | NaN | Not employed | False | 760.0 | 779.0 | 57.583333 | 1.0000 | 0 | 0 |
| 93514 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | Self-employed | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 93548 | 36 | Chargedoff | 0.20735 | 0.2000 | NaN | Self-employed | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 4 | 1 |
| 93732 | 36 | Completed | 0.11749 | 0.1000 | NaN | Part-time | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 94038 | 36 | Completed | 0.39265 | 0.3299 | NaN | Part-time | False | 620.0 | 639.0 | 182.000000 | 1.0000 | 0 | 0 |
| 94305 | 36 | Completed | 0.15161 | 0.1445 | NaN | Not available | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 0 | 0 |
| 94502 | 36 | Chargedoff | 0.40745 | 0.3500 | NaN | Self-employed | False | 520.0 | 539.0 | 41.666667 | 1.0000 | 0 | 0 |
| 95084 | 36 | Chargedoff | 0.10993 | 0.1030 | NaN | Full-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 95127 | 36 | Current | 0.35797 | 0.3177 | 5.0 | Other | False | 700.0 | 719.0 | 85.166667 | 1.0000 | 0 | 0 |
| 95428 | 36 | Chargedoff | 0.20735 | 0.2000 | NaN | Not available | False | 500.0 | 519.0 | 100.000000 | 1.0000 | 0 | 0 |
| 95500 | 36 | Current | 0.35356 | 0.3134 | 5.0 | Employed | False | 600.0 | 619.0 | 133.333333 | 1.0000 | 0 | 0 |
| 95637 | 60 | Current | 0.31375 | 0.2870 | 6.0 | Employed | False | 700.0 | 719.0 | 166.666667 | 1.0000 | 0 | 0 |
| 95890 | 36 | Current | 0.15324 | 0.1249 | 6.0 | Employed | False | 740.0 | 759.0 | 3.000000 | 1.0000 | 0 | 0 |
| 95984 | 36 | Chargedoff | 0.18726 | 0.1800 | NaN | Full-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 96060 | 36 | Completed | 0.07680 | 0.0700 | NaN | Not employed | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 1 | 1 |
| 96076 | 36 | Completed | 0.09728 | 0.0800 | NaN | Part-time | False | 760.0 | 779.0 | 166.666667 | 1.0000 | 0 | 0 |
| 96401 | 36 | Defaulted | 0.14458 | 0.1375 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 96971 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Self-employed | True | 780.0 | 799.0 | 55.416667 | 1.0000 | 0 | 0 |
| 97006 | 36 | Chargedoff | 0.16717 | 0.1600 | NaN | Self-employed | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 97028 | 36 | Completed | 0.20735 | 0.2000 | NaN | Self-employed | True | 640.0 | 659.0 | 191.666667 | 1.0000 | 0 | 0 |
| 97141 | 36 | Completed | 0.35285 | 0.3127 | 3.0 | Other | False | 720.0 | 739.0 | 87.333333 | 1.0000 | 0 | 0 |
| 97206 | 36 | Completed | 0.29776 | 0.2900 | NaN | NaN | False | 460.0 | 479.0 | 0.083333 | 1.0000 | 0 | 0 |
| 97602 | 36 | Defaulted | 0.26959 | 0.2600 | NaN | Not available | False | 540.0 | 559.0 | 175.000000 | 1.0000 | 0 | 0 |
| 97616 | 36 | Completed | 0.26762 | 0.2600 | NaN | Not available | False | 560.0 | 579.0 | 0.083333 | 1.0000 | 0 | 0 |
| 97753 | 60 | Current | 0.26877 | 0.2432 | 2.0 | Other | False | 680.0 | 699.0 | 2.583333 | 1.0000 | 0 | 0 |
| 97780 | 36 | Completed | 0.30564 | 0.2900 | NaN | Self-employed | True | 520.0 | 539.0 | 191.666667 | 1.0000 | 0 | 0 |
| 98154 | 36 | Completed | 0.11872 | 0.1100 | NaN | Retired | False | 740.0 | 759.0 | 141.416667 | 1.0000 | 1 | 0 |
| 98544 | 60 | Chargedoff | 0.25041 | 0.2253 | 7.0 | Employed | False | 740.0 | 759.0 | 149.000000 | 1.0000 | 0 | 0 |
| 98727 | 36 | Defaulted | 0.20082 | 0.1935 | NaN | Self-employed | True | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 98735 | 36 | Chargedoff | 0.27767 | 0.2700 | NaN | Not available | True | 600.0 | 619.0 | 186.666667 | 1.0000 | 0 | 0 |
| 98883 | 36 | Chargedoff | 0.28545 | 0.2700 | NaN | Full-time | False | 520.0 | 539.0 | 157.500000 | 1.0000 | 0 | 0 |
| 99010 | 36 | Chargedoff | 0.17119 | 0.1622 | NaN | Not employed | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 99099 | 36 | Completed | 0.20484 | 0.1975 | NaN | Not available | False | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 99260 | 36 | Chargedoff | 0.30532 | 0.2699 | 6.0 | Employed | False | 700.0 | 719.0 | 5.833333 | 1.0000 | 0 | 0 |
| 99337 | 36 | Chargedoff | 0.25261 | 0.2400 | NaN | Not available | False | 540.0 | 559.0 | 67.416667 | 1.0000 | 0 | 0 |
| 99447 | 36 | Completed | 0.13102 | 0.1240 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 99867 | 36 | Completed | 0.16436 | 0.1500 | NaN | Not available | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 100338 | 36 | Completed | 0.14887 | 0.1400 | NaN | Retired | True | 720.0 | 739.0 | 196.333333 | 1.0000 | 0 | 0 |
| 100649 | 36 | Chargedoff | 0.30962 | 0.2900 | NaN | Retired | False | 520.0 | 539.0 | 93.500000 | 1.0000 | 0 | 0 |
| 102283 | 36 | Completed | 0.18726 | 0.1800 | NaN | Self-employed | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 102405 | 36 | Completed | 0.10192 | 0.0875 | NaN | NaN | False | NaN | NaN | 0.083333 | 1.0000 | 0 | 0 |
| 102466 | 36 | Current | 0.35356 | 0.3134 | 3.0 | Employed | False | 680.0 | 699.0 | 3.166667 | 1.0000 | 0 | 0 |
| 102687 | 36 | Defaulted | 0.06676 | 0.0600 | NaN | Not available | False | 480.0 | 499.0 | 175.000000 | 1.0000 | 0 | 0 |
| 103076 | 60 | Current | 0.32321 | 0.2962 | 7.0 | Employed | False | 600.0 | 619.0 | 166.666667 | 1.0000 | 0 | 0 |
| 103134 | 36 | Completed | 0.20809 | 0.1989 | NaN | Not available | False | 500.0 | 519.0 | 0.083333 | 1.0000 | 0 | 0 |
| 103550 | 36 | Chargedoff | 0.16717 | 0.1600 | NaN | Full-time | True | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 103572 | 36 | Completed | 0.10692 | 0.1000 | NaN | NaN | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 103610 | 36 | Chargedoff | 0.12223 | 0.1085 | NaN | Full-time | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 103735 | 36 | Chargedoff | 0.35643 | 0.3199 | 1.0 | Employed | True | 820.0 | 839.0 | 6.083333 | 1.0000 | 0 | 0 |
| 103792 | 36 | Defaulted | 0.19228 | 0.1850 | NaN | Self-employed | True | 660.0 | 679.0 | 0.083333 | 1.0000 | 3 | 1 |
| 103944 | 36 | Completed | 0.18478 | 0.1559 | 7.0 | Self-employed | False | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 104129 | 36 | Completed | 0.28574 | 0.2625 | 7.0 | Part-time | False | 720.0 | 739.0 | 83.333333 | 1.0000 | 0 | 0 |
| 104168 | 36 | Chargedoff | 0.18495 | 0.1777 | NaN | Full-time | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 104199 | 36 | Current | 0.30182 | 0.2629 | 2.0 | Self-employed | True | 700.0 | 719.0 | 9.416667 | 1.0000 | 0 | 0 |
| 104483 | 36 | Completed | 0.14102 | 0.1233 | NaN | Not employed | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 1 | 1 |
| 104833 | 36 | Completed | 0.16195 | 0.1548 | NaN | Not available | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 104950 | 36 | Defaulted | 0.19329 | 0.1750 | NaN | Not available | False | 480.0 | 499.0 | 106.666667 | 1.0000 | 0 | 0 |
| 105031 | 36 | Completed | 0.20182 | 0.1945 | NaN | Part-time | False | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 105243 | 36 | Current | 0.35797 | 0.3177 | 3.0 | Self-employed | False | 720.0 | 739.0 | 34.583333 | 1.0000 | 0 | 0 |
| 105341 | 36 | Completed | 0.35797 | 0.3177 | 4.0 | Self-employed | False | 780.0 | 799.0 | 41.666667 | 1.0000 | 0 | 0 |
| 105343 | 36 | Completed | 0.35797 | 0.3177 | 5.0 | Other | False | 720.0 | 739.0 | 1.916667 | 1.0000 | 0 | 0 |
| 105555 | 36 | Defaulted | 0.14106 | 0.1340 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 105632 | 36 | Completed | 0.22744 | 0.2200 | NaN | Not available | True | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 105920 | 36 | Completed | 0.17159 | 0.1644 | NaN | Self-employed | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 106514 | 36 | Completed | 0.20037 | 0.1820 | NaN | Part-time | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 106568 | 36 | Defaulted | 0.29776 | 0.2900 | NaN | Not available | True | 640.0 | 659.0 | 191.666667 | 1.0000 | 0 | 0 |
| 106835 | 36 | Chargedoff | 0.24891 | 0.2300 | NaN | Not available | False | 520.0 | 539.0 | 158.333333 | 1.0000 | 0 | 0 |
| 107208 | 36 | Completed | 0.29776 | 0.2900 | NaN | Not employed | False | 600.0 | 619.0 | 0.083333 | 1.0000 | 0 | 0 |
| 107590 | 36 | Chargedoff | 0.30168 | 0.2900 | NaN | Not employed | False | 580.0 | 599.0 | 0.083333 | 1.0000 | 0 | 0 |
| 107614 | 36 | Past Due | 0.35244 | 0.3160 | 1.0 | Self-employed | False | 600.0 | 619.0 | 41.666667 | 1.0000 | 0 | 0 |
| 108116 | 36 | Current | 0.35132 | 0.3149 | 5.0 | Employed | False | 660.0 | 679.0 | 3.000000 | 1.0000 | 0 | 0 |
| 108222 | 36 | Completed | 0.14780 | 0.1300 | NaN | Self-employed | False | 700.0 | 719.0 | 0.083333 | 1.0000 | 0 | 0 |
| 108486 | 36 | Completed | 0.14207 | 0.1350 | NaN | Not available | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 108554 | 36 | Completed | 0.28574 | 0.2625 | 7.0 | Part-time | False | 740.0 | 759.0 | 90.000000 | 1.0000 | 0 | 0 |
| 108965 | 36 | Completed | 0.09688 | 0.0900 | NaN | Self-employed | True | 840.0 | 859.0 | 0.083333 | 1.0000 | 1 | 1 |
| 108971 | 36 | Completed | 0.08829 | 0.0711 | NaN | Not available | True | 860.0 | 879.0 | 0.083333 | 1.0000 | 0 | 0 |
| 109045 | 36 | Completed | 0.18706 | 0.1798 | NaN | Full-time | True | 680.0 | 699.0 | 0.083333 | 1.0000 | 0 | 0 |
| 109064 | 36 | Completed | 0.15144 | 0.1300 | NaN | Self-employed | False | 660.0 | 679.0 | 150.000000 | 1.0000 | 1 | 0 |
| 109083 | 36 | Completed | 0.17141 | 0.1594 | NaN | Full-time | False | 620.0 | 639.0 | 200.000000 | 1.0000 | 0 | 0 |
| 109111 | 36 | Chargedoff | 0.25757 | 0.2500 | NaN | Not employed | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 109123 | 36 | Chargedoff | 0.23186 | 0.2244 | NaN | Full-time | True | 740.0 | 759.0 | 0.083333 | 1.0000 | 0 | 0 |
| 109144 | 36 | Defaulted | 0.30952 | 0.2899 | NaN | Full-time | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 109169 | 36 | Current | 0.15324 | 0.1249 | 7.0 | Self-employed | False | 720.0 | 739.0 | 41.666667 | 1.0000 | 0 | 0 |
| 109451 | 36 | Current | 0.29486 | 0.2561 | 6.0 | Employed | False | 740.0 | 759.0 | 100.000000 | 1.0000 | 0 | 0 |
| 110498 | 36 | Defaulted | 0.30532 | 0.2699 | 6.0 | Employed | False | 760.0 | 779.0 | 166.666667 | 1.0000 | 0 | 0 |
| 110529 | 36 | Current | 0.25371 | 0.2159 | 3.0 | Employed | False | 660.0 | 679.0 | 167.750000 | 1.0000 | 0 | 0 |
| 110566 | 36 | Completed | 0.20725 | 0.1999 | NaN | Self-employed | True | 620.0 | 639.0 | 0.083333 | 1.0000 | 1 | 1 |
| 110804 | 36 | Chargedoff | 0.30564 | 0.2900 | NaN | Not employed | False | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 110912 | 36 | Current | 0.17359 | 0.1449 | 8.0 | Employed | False | 740.0 | 759.0 | 1.833333 | 1.0000 | 0 | 0 |
| 110983 | 36 | Completed | 0.12650 | 0.1195 | NaN | Self-employed | True | 760.0 | 779.0 | 0.083333 | 1.0000 | 0 | 0 |
| 111146 | 36 | Completed | 0.17671 | 0.1695 | NaN | Self-employed | False | 640.0 | 659.0 | 0.083333 | 1.0000 | 0 | 0 |
| 111321 | 36 | Completed | 0.17445 | 0.1600 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 1 | 0 |
| 111793 | 36 | Completed | 0.16436 | 0.1500 | NaN | Self-employed | False | 700.0 | 719.0 | 145.000000 | 1.0000 | 0 | 1 |
| 111877 | 36 | Defaulted | 0.29049 | 0.2750 | NaN | Self-employed | True | 520.0 | 539.0 | 0.083333 | 1.0000 | 0 | 0 |
| 112308 | 36 | Completed | 0.16516 | 0.1580 | NaN | Self-employed | True | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
| 112695 | 36 | Current | 0.35797 | 0.3177 | 4.0 | Employed | False | 740.0 | 759.0 | 191.666667 | 1.0000 | 0 | 0 |
| 112712 | 36 | Chargedoff | 0.25517 | 0.2400 | NaN | Full-time | False | 620.0 | 639.0 | 0.083333 | 1.0000 | 0 | 0 |
| 113099 | 36 | Current | 0.33286 | 0.2932 | 3.0 | Employed | False | 680.0 | 699.0 | 2.083333 | 1.0000 | 0 | 0 |
| 113258 | 60 | Defaulted | 0.27554 | 0.2498 | 6.0 | Employed | True | 780.0 | 799.0 | 2.916667 | 1.0000 | 0 | 0 |
| 113559 | 36 | Current | 0.35132 | 0.3149 | 5.0 | Employed | True | 680.0 | 699.0 | 18.333333 | 1.0000 | 0 | 0 |
| 113626 | 36 | Completed | 0.17722 | 0.1700 | NaN | NaN | False | 720.0 | 739.0 | 0.083333 | 1.0000 | 0 | 0 |
Many of these incomes are problematic, values like: 0.083333, 3.333333, 9.416667 2.500000 appeared in these rows. Does these look like realistic incomes? Especially for 0.083333, which showed up multiple times in these rows, it is more possible to be a input error rather than real values. Therefore, all of these rows could be dropped, as they are either outliers or wrong values.
df_sub.drop(index=df_sub.query('StatedMonthlyIncome <= 200').index, inplace=True)
# plot the StatedMonthlyIncome again
log_binsize = 0.025
bins = 10 ** np.arange(0.0, np.log10(df_sub.StatedMonthlyIncome.max())+log_binsize, log_binsize)
# insert a bin at 0, since there are some values = 0 for StatedMonthlyIncome
bins = list(bins)
bins.insert(0, 0)
plt.figure(figsize= (10, 5))
plt.hist(data=df_sub, x='StatedMonthlyIncome', bins=bins)
# change the graph to log scale
plt.xscale('log');
plt.xticks([500, 1e3, 2e3, 5e3, 1e4, 2e4, 5e4], [ 500, '1k', '2k', '5k', '10k', '20k', '50k'])
plt.xlabel('StatedMonthlyIncome ($)')
plt.ylabel('Count');
This time the graph looks better in distribution with no visible outliers.
Take a look at the PercentFunded variable, it refers to the amound of loan that were funded to a borrower.
# plot the distribution of PercentFunded
bins_edge = np.arange(0, df_sub.PercentFunded.max() + 0.01, 0.01)
plt.hist(data=df_sub, x='PercentFunded', bins=bins_edge);
print(df_sub.query('0.99 <= PercentFunded <= 1.01')['Term'].count())
print('{:.5%}'.format(df_sub.query('0.99 <= PercentFunded <= 1.01')['Term'].count() / df_sub['Term'].count()))
110995 99.26309% 110995 99.26309%
The vast majority of PercentFunded is in the interval between 0.99 and 1.01. The variable is so concentrated and would less of interest in later analysis.
Take a look at the Recommendations variable.
bins_edge = np.arange(0, df_sub.Recommendations.max()+1, 1)
plt.hist(data=df_sub, x='Recommendations', bins=bins_edge);
print(df_sub.query('Recommendations == 0')['Term'].count())
print('{:.5%}'.format(df_sub.query('Recommendations == 0')['Term'].count() / df_sub['Term'].count()))
107778 96.38612% 107778 96.38612%
More than 96% of the Recommendations are 0, again, the variable would be less of interest in further analysis.
bins_edge = np.arange(0, df_sub.InvestmentFromFriendsCount.max()+1, 1)
plt.hist(data=df_sub, x='InvestmentFromFriendsCount', bins=bins_edge);
print(df_sub.query('InvestmentFromFriendsCount == 0')['Term'].count())
print('{:.5%}'.format(df_sub.query('InvestmentFromFriendsCount == 0')['Term'].count() / df_sub['Term'].count()))
109843 98.23286% 109843 98.23286%
Similarly, 98% of InvestmentFromFriendsCount is 0, which makes the variable less of further interest.
Next up, ProsperScore.
It would be better to categorize ProsperScore.
df_sub['ProsperScore'] = df_sub['ProsperScore'].astype('category')
# get the relative frequency of ProsperScore, i.e., by proportion
n_points = df_sub.shape[0]
max_count = df_sub['ProsperScore'].value_counts().max()
max_prop = max_count / n_points
# generate tick mark locations and names
tick_props = np.arange(0, max_prop, 0.05)
tick_names = ['{:0.2f}'.format(v) for v in tick_props]
# create the plot
plt.figure(figsize=(10,5))
sb.countplot(data = df_sub, x = 'ProsperScore', color = base_color, )
plt.yticks(tick_props * n_points, tick_names)
plt.ylabel('proportion')
locs, labels = plt.xticks() # get the current tick locations and labels
# also loops over the value_counts series
j = 1
# loop through each pair of locations and labels
for loc, label in zip(locs, labels):
# get the text property for the label to get the correct count
count = df_sub['ProsperScore'].value_counts()[j]
pct_string = '{:0.3f}%'.format(100*count/n_points)
# print the annotation just below the top of the bar
plt.text(loc, count+100, pct_string, ha = 'center', color = 'black')
j += 1
Finally, BorrowerAPR and BorrowerRate are anlayzed, they would be the 'to-indicators' like LoanStatus (means using other variables to determine them).
df_sub.head(10)
| Term | LoanStatus | BorrowerAPR | BorrowerRate | ProsperScore | EmploymentStatus | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 36 | Completed | 0.16516 | 0.1580 | NaN | Self-employed | True | 640.0 | 659.0 | 3083.333333 | 1.0 | 0 | 0 |
| 1 | 36 | Current | 0.12016 | 0.0920 | 7.0 | Employed | False | 680.0 | 699.0 | 6125.000000 | 1.0 | 0 | 0 |
| 2 | 36 | Completed | 0.28269 | 0.2750 | NaN | Not available | False | 480.0 | 499.0 | 2083.333333 | 1.0 | 0 | 0 |
| 3 | 36 | Current | 0.12528 | 0.0974 | 9.0 | Employed | True | 800.0 | 819.0 | 2875.000000 | 1.0 | 0 | 0 |
| 4 | 36 | Current | 0.24614 | 0.2085 | 4.0 | Employed | True | 680.0 | 699.0 | 9583.333333 | 1.0 | 0 | 0 |
| 5 | 60 | Current | 0.15425 | 0.1314 | 10.0 | Employed | True | 740.0 | 759.0 | 8333.333333 | 1.0 | 0 | 0 |
| 6 | 36 | Current | 0.31032 | 0.2712 | 2.0 | Employed | False | 680.0 | 699.0 | 2083.333333 | 1.0 | 0 | 0 |
| 7 | 36 | Current | 0.23939 | 0.2019 | 4.0 | Employed | False | 700.0 | 719.0 | 3355.750000 | 1.0 | 0 | 0 |
| 8 | 36 | Current | 0.07620 | 0.0629 | 9.0 | Employed | True | 820.0 | 839.0 | 3333.333333 | 1.0 | 0 | 0 |
| 9 | 36 | Current | 0.07620 | 0.0629 | 11.0 | Employed | True | 820.0 | 839.0 | 3333.333333 | 1.0 | 0 | 0 |
| Term | LoanStatus | BorrowerAPR | BorrowerRate | ProsperScore | EmploymentStatus | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | StatedMonthlyIncome | PercentFunded | Recommendations | InvestmentFromFriendsCount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 36 | Completed | 0.16516 | 0.1580 | NaN | Self-employed | True | 640.0 | 659.0 | 3083.333333 | 1.0 | 0 | 0 |
| 1 | 36 | Current | 0.12016 | 0.0920 | 7.0 | Employed | False | 680.0 | 699.0 | 6125.000000 | 1.0 | 0 | 0 |
| 2 | 36 | Completed | 0.28269 | 0.2750 | NaN | Not available | False | 480.0 | 499.0 | 2083.333333 | 1.0 | 0 | 0 |
| 3 | 36 | Current | 0.12528 | 0.0974 | 9.0 | Employed | True | 800.0 | 819.0 | 2875.000000 | 1.0 | 0 | 0 |
| 4 | 36 | Current | 0.24614 | 0.2085 | 4.0 | Employed | True | 680.0 | 699.0 | 9583.333333 | 1.0 | 0 | 0 |
| 5 | 60 | Current | 0.15425 | 0.1314 | 10.0 | Employed | True | 740.0 | 759.0 | 8333.333333 | 1.0 | 0 | 0 |
| 6 | 36 | Current | 0.31032 | 0.2712 | 2.0 | Employed | False | 680.0 | 699.0 | 2083.333333 | 1.0 | 0 | 0 |
| 7 | 36 | Current | 0.23939 | 0.2019 | 4.0 | Employed | False | 700.0 | 719.0 | 3355.750000 | 1.0 | 0 | 0 |
| 8 | 36 | Current | 0.07620 | 0.0629 | 9.0 | Employed | True | 820.0 | 839.0 | 3333.333333 | 1.0 | 0 | 0 |
| 9 | 36 | Current | 0.07620 | 0.0629 | 11.0 | Employed | True | 820.0 | 839.0 | 3333.333333 | 1.0 | 0 | 0 |
# plot the distributions of BorrowerAPR and BorrowerRate
plt.figure(figsize=(8,4))
bins_edge = np.arange(0, df_sub.BorrowerAPR.max()+0.002, 0.002)
plt.subplot(1,2,1)
plt.hist(data=df_sub, x='BorrowerAPR', bins=bins_edge)
plt.xlabel('BorrowerAPR')
plt.ylabel('count')
plt.subplots_adjust(wspace=0.4)
bins_edge = np.arange(0, df_sub.BorrowerRate.max()+0.002, 0.002)
plt.subplot(1,2,2)
plt.hist(data=df_sub, x='BorrowerRate', bins=bins_edge)
plt.xlabel('BorrowerRate')
plt.ylabel('count');
The two distributions look very similar, and they have a extremly high count at around 0.35 and 0.3 respectively.
# combine the two plots
plt.figure(figsize=(8,6))
bins_edge = np.arange(0, df_sub.BorrowerAPR.max()+0.002, 0.002)
plt.hist(data=df_sub, x='BorrowerAPR', bins=bins_edge)
bins_edge = np.arange(0, df_sub.BorrowerRate.max()+0.002, 0.002)
plt.hist(data=df_sub, x='BorrowerRate', bins=bins_edge)
plt.xlabel('BorrowerRate/APR combined')
plt.ylabel('count')
plt.legend(['BorrowerAPR', 'BorrowerRate']);
Not surprisingly, the two graphs look very alike.
StatedMonthlyIncome took a very long range of values, as such a log transform was applied. After the transformation ,the variable looks to be normally distributed, but still with a extremely long tail in both directions.¶PercentFunded, Recommendations, InvestmentFromFriendsCount.¶Term, LoanStatus, BorrowerAPR, BorrowerRate, EmploymentStatus, IsBorrowerHomeowner,¶CreditScoreRangeLower, ProsperScore, CreditScoreRangeUpper, and StatedMonthlyIncome (10 variables in total).¶To start off with, I want to look at the pairwise correlations present between features in the data.
BorrowerAPR and BorrowerRate and the other variables, to dig out the¶LoanStatusand the other variables, to dig out what would be the potential reason for a loan to go bad.¶BorrowerAPR and BorrowerRate (Borrowers rate).¶numeric_vars = ['BorrowerAPR', 'BorrowerRate', 'CreditScoreRangeLower', 'CreditScoreRangeUpper',
'StatedMonthlyIncome']
categoric_vars = ['Term', 'LoanStatus', 'EmploymentStatus', 'IsBorrowerHomeowner', 'ProsperScore']
# correlation plot
plt.figure(figsize = [14, 7])
sb.heatmap(df_sub[numeric_vars].corr(), annot = True, fmt = '.3f',
cmap = 'Blues_r', center = 0.25)
plt.show()
# plot matrix: sample 500 loans so that plots are clearer and
# they render faster
samples = np.random.choice(df_sub.shape[0], 500, replace = False)
df_sub_samp = df_sub.loc[samples,:]
g = sb.PairGrid(data = df_sub_samp, vars = numeric_vars)
g = g.map_diag(plt.hist, bins = 50);
g.map_offdiag(plt.scatter, color='Grey');
/anaconda3/lib/python3.7/site-packages/pandas/core/indexing.py:1494: FutureWarning: Passing list-likes to .loc or [] with any missing label will raise KeyError in the future, you can use .reindex() as an alternative. See the documentation here: https://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike return self._getitem_tuple(key) /anaconda3/lib/python3.7/site-packages/pandas/core/indexing.py:1494: FutureWarning: Passing list-likes to .loc or [] with any missing label will raise KeyError in the future, you can use .reindex() as an alternative. See the documentation here: https://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike return self._getitem_tuple(key) /anaconda3/lib/python3.7/site-packages/numpy/lib/histograms.py:824: RuntimeWarning: invalid value encountered in greater_equal keep = (tmp_a >= first_edge) /anaconda3/lib/python3.7/site-packages/numpy/lib/histograms.py:825: RuntimeWarning: invalid value encountered in less_equal keep &= (tmp_a <= last_edge) /anaconda3/lib/python3.7/site-packages/numpy/lib/histograms.py:824: RuntimeWarning: invalid value encountered in greater_equal keep = (tmp_a >= first_edge) /anaconda3/lib/python3.7/site-packages/numpy/lib/histograms.py:825: RuntimeWarning: invalid value encountered in less_equal keep &= (tmp_a <= last_edge)
As observed from above, there is a moderate negative raltionship between the two credit score bounds and the two borrorwers rate. Meanwhile, the two pairs of vriables are almost podtively related to each other perfectly. The rest numeric variabels are not as related to the two borrorwers rate.
Let's see how borrowers rate interact with other categorical variables.
First off, see how ProsperScore, Term, EmploymentStatus, and IsBorrowerHomeowner relates to borrowers rate.
# plot matrix of Borrowers rate against categorical features.
i = 1
def scattergrid(x, y, **kwargs):
""" Quick hack for creating scatter plots with pyplot's subplot. """
global i
plt.subplot(4,2,i)
plt.subplots_adjust(wspace=0.2, hspace= 1, )
sb.stripplot(x, y, color = base_color, alpha = 0.1)
i += 1
plt.figure(figsize=(20, 20))
scattergrid(df_sub.ProsperScore, df_sub.BorrowerAPR)
scattergrid(df_sub.ProsperScore, df_sub.BorrowerRate)
scattergrid(df_sub.Term, df_sub.BorrowerAPR)
scattergrid(df_sub.Term, df_sub.BorrowerRate)
i = 1
i = 1
plt.figure(figsize=(20, 20))
scattergrid(df_sub.EmploymentStatus, df_sub.BorrowerAPR)
plt.xticks(rotation = -10)
scattergrid(df_sub.EmploymentStatus, df_sub.BorrowerRate)
plt.xticks(rotation = -10)
scattergrid(df_sub.IsBorrowerHomeowner, df_sub.BorrowerAPR)
scattergrid(df_sub.IsBorrowerHomeowner, df_sub.BorrowerRate);
As observed from above, ProsperScore seemed to be negatively related to the two borrowers rate. When ProsperScore was as low as 1.0, typical borrowers rate went up high to 3.0. In the middle, however, Borrowers rate could take a wide range of vlaue, from 0.1 to 0.3.
The other variables like Term, EmploymentStatus, and IsBorrowerHomeowner, do not have a visible correlation with Borrowers rate.
BorrowerAPR and BorrowerRate to LoanStatus, to see how other variables interact with it.¶# plot matrix of LoanStatus against numeric features.
i = 1
def Boxgrid(x, y, **kwargs):
""" Quick hack for creating scatter plots with pyplot's subpplot """
global i
plt.subplot(2,2,i)
plt.subplots_adjust(wspace=0.2, hspace= 0.3, )
sb.violinplot(x, y, color = base_color)
i += 1
plt.figure(figsize=(15, 15))
Boxgrid(df_sub.LoanStatus, df_sub.CreditScoreRangeLower)
Boxgrid(df_sub.LoanStatus, df_sub.CreditScoreRangeUpper)
Boxgrid(df_sub.LoanStatus, df_sub.StatedMonthlyIncome)
i = 1
Just as expected, the CreditScore Bounds has wave-like distribution, this is most visible in the Current LoanStatus. And not suprisingly, the Defaulted, Cancelled, Chargedoff and Past Due LoanStatus, which all are bad loans, have a lower median CreditScore Bounds than the Current and InProgress LoanStatus, which are good loans (or about to be good loans). This might reveal that good debts came from a high credit score borrower on average.
Despite the extremely long tails (indicates great outliers) in StatedMonthlyIncome, it is still visible that the Current and InProgress LoanStatus have a higher income in medians.
# plot matrix of LoanStatus against categorical features.
i = 1
def Countgrid(x, hue, subtitile, **kwargs):
""" Quick hack for creating counts plots with pyplot's subplot. """
global i
plt.subplot(2,2,i)
plt.subplots_adjust(wspace=0.2, hspace= 0.2, )
sb.countplot(x, hue=hue, palette='Reds')
plt.legend(loc=1)
plt.gca().set_title(subtitile)
i += 1
plt.figure(figsize=(15, 10))
Countgrid(df_sub.LoanStatus, df_sub.Term, "Term")
Countgrid(df_sub.LoanStatus, df_sub.EmploymentStatus, 'EmploymentStatus')
Countgrid(df_sub.LoanStatus, df_sub.IsBorrowerHomeowner, 'IsBorrowerHomeowner')
Countgrid(df_sub.LoanStatus, df_sub.ProsperScore, 'ProsperScore')
i = 1
60 months' Term seem to have a better performance in LoanStatus, compared to the mode 36 months, fewer loans were Chargedoff or went Defaulted in 60 months loans.
EmploymentStatus did not give much suprise, as the plot is relatively constant on each column.
Is borrowers did not own a home (IsBorrowerHomeowner), they had a sligtly higher chance of making the loans bad. However, the differece should not be statistically significant enough.
ProsperScore showed that borrowers with a higher score are less likely in making the loans bad.
Finally, let's examine the relationships between the three pivot vriables, LoanStatus, BorrowerAPR, and BorrowerRate.
# plot matrix of LoanStatus against numeric features.
i = 1
def Boxgrid(x, y, **kwargs):
""" Quick hack for creating point plots with seaborn's pointplot """
global i
plt.subplot(1,2,i)
plt.subplots_adjust(wspace=0.2, hspace= 0.3, )
sb.pointplot(x, y, linestyles = ":", color=base_color)
plt.title('Avg. value')
i += 1
plt.figure(figsize=(17, 5))
Boxgrid(df_sub.LoanStatus, df_sub.BorrowerAPR)
Boxgrid(df_sub.LoanStatus, df_sub.BorrowerRate)
i = 1
The general trend is evident, Current and Completed LoanStatus has the lowest average borrowers rate overall, if we considered the great errorlines in Cancelled. Chargedoff, Defaulted, and Past Due all have high borrowers rate on average.
BorrowerAPR and BorrowerRate: the pair of CreditScore Bounds and ProsperScore seemed to be both negatively related to them.¶LoanStatus: CreditScore Bounds, Term, ProsperScore seemed to affect it in various ways.¶BorrowerAPR and BorrowerRate, CreditScoreRangeLower and CreditScoreRangeUpper are almost perfectly related to each other.¶three pivot variables, although their relationships were not intended to be analyzed initially.¶#### Given the extreme similarity in distributions between `BorrowerAPR` and `BorrowerRate` , and as well as between `CreditScoreRangeLower` and `CreditScoreRangeUpper`, I would only use one of each pair to analyze in the next section: namely, `BorrowerAPR` and `CreditScoreRangeLower`. ####
In this section, I will analyze the relationships between each 3 of the variables, to see how they affect the pivot variables in a deeper level of details.
I will start by looking at BorrowerAPR, CreditScoreRangeLower, and ProsperScore.
# create faceted heat maps on levels of the ProsperScore variable
bins_x = np.arange(df_sub.CreditScoreRangeLower.min()+150, df_sub.CreditScoreRangeLower.max(), 25.0)
bins_y = np.arange(0.0, 0.3, 0.05)
i = 1
def hist2dgrid(ProsperScore, **kwargs):
""" Quick hack for creating heatmap plots with pyplot's hist2d """
df_sub_temp = df_sub[df_sub.ProsperScore == ProsperScore]
global i
plt.subplot(6,2,i)
plt.subplots_adjust(wspace=0.1, hspace= 0.5, )
plt.hist2d(data=df_sub_temp, x='CreditScoreRangeLower', y='BorrowerRate' , cmin=0.5,
cmap = 'viridis_r', bins = [bins_x, bins_y])
plt.gca().set_title('ProsperScore = '+ str(i))
i = int(i)
i += 1
plt.figure(figsize=(14,17))
for i in range(1, 12):
hist2dgrid(i)
plt.colorbar()
plt.show()
The trend is most obvious in high ProsperScore, like 9.0, 10.0, and 11.0. In high ProsperScore, the interst rate decreases as borrowers' CreditScoreRangeLower increases. However, the trend is not so evident in low ProsperScore.
Next up, I will move on to LoanStatus, and starting with its relationship with Term and CreditScoreRangeLower.
# plot the matrices between LoanStatus, Term, and CreditScoreRangeLower.
g = sb.FacetGrid(data = df_sub, col = 'LoanStatus', height = 4, col_wrap=3)
g.map(sb.boxenplot, 'Term', 'CreditScoreRangeLower', color=base_color,);
/anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:715: UserWarning: Using the boxenplot function without specifying `order` is likely to produce an incorrect plot. warnings.warn(warning) /anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:715: UserWarning: Using the boxenplot function without specifying `order` is likely to produce an incorrect plot. warnings.warn(warning)
Let's look at each plot individually, the Cancelled plot can not provide much information since it only has the Term of 36; in the Chargedoff plot, lower median of CreditScore is observed in Term 36; in btoh Completed and Current plots, differnt Term values did not show much difference in median; in Defaulted and Inprogress plots, the Term36 revealed a low median Creditscore; finally, the Past Due plot did show significant enough difference in medians.
Briefly, if a loan was borrowed in a Term of 36, then it is more likely to go bad, if the borrower's CreditScore is below 700.
Now, we can move on to the pair LoanStaus, Term, and ProsperScore.
# plot the matrices between LoanStatus, Term, and CreditScoreRangeLower.
g = sb.FacetGrid(data = df_sub, col = 'LoanStatus', height = 4, col_wrap=3)
g.map(sb.boxenplot, 'ProsperScore', 'CreditScoreRangeLower', color=sb.color_palette()[6]);
/anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:715: UserWarning: Using the boxenplot function without specifying `order` is likely to produce an incorrect plot. warnings.warn(warning) /anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:715: UserWarning: Using the boxenplot function without specifying `order` is likely to produce an incorrect plot. warnings.warn(warning)
One interesting fact from the plots: if a borrower has a high ProsperScore of 11.0 and a high CreditScoreRangeLower, then his/her loan is almost guaranteed to not go bad. This is witnessed in the Defaulted, Chargedoff, and PastDue boxplots, they have close to zero amount of data with high ProsperScore and high CreditScoreRangeLower at the same time.
Finally, we will look the three categoricals: LoanStatus, Term, and ProsperScore.
# plot the matrices between LoanStatus, Term, and ProsperScore.
#since our attention can be focused on the bad loans distribution, I will limit the LoanSatus here.
LoanStatus_sub = ['Cancelled', 'Chargedoff', 'Defaulted', 'Past Due']
df_sub_temp = df_sub.copy()
df_sub_temp = df_sub_temp[df_sub_temp['LoanStatus'].isin(LoanStatus_sub)]
LoanStatus_sub_order = pd.api.types.CategoricalDtype(categories=LoanStatus_sub, ordered=True)
df_sub_temp.LoanStatus = df_sub_temp.LoanStatus.astype(LoanStatus_sub_order)
g = sb.FacetGrid(data = df_sub_temp, col = 'Term',row='ProsperScore', height = 4, aspect=1.5)
g.map(sb.countplot, 'LoanStatus', color=sb.color_palette()[7]);
/anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:715: UserWarning: Using the countplot function without specifying `order` is likely to produce an incorrect plot. warnings.warn(warning) /anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:715: UserWarning: Using the countplot function without specifying `order` is likely to produce an incorrect plot. warnings.warn(warning)
Just as expected, median ProsperScore like 5.0, 6.0 and 7.0, and the Term of 36 contributed most to bad loans. The low ProsperScore though, might have fewer data in total, and therefore resulted in less count of bad loans.
ProsperScore, the interst rate decreases as borrowers' CreditScoreRangeLower increases.Term of 36, then it is more likely to go bad, if the borrower's CreditScore is below 700.ProsperScore of 11.0 and a high CreditScoreRangeLower above 700, then his/her loan is almost guaranteed to not go bad.ProsperScore (< 9.0) in the Term 36 coontributed most to bad loans.ProsperScore was recorded as high as 10.0, it is still possible for the loans to go bad. Meanwhile, high Credit Score alone was not sufficient enough to guarantee the sfaety of loans.¶